{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "# 猎聘网关于设计师岗位价值信息挖掘\n",
    "数据价值宣言：本项目产出按**城市，薪资及行业**挖掘关于**设计师**工作的**1-9页**的数据，以解决nps（对工作所在城市，薪资要求 及 行业选择有要求的设计师工作者）就业需求及特性的就业分析问题。\n",
    "\n",
    "# 数据最小可用产品\n",
    "MVP数据加值：对于一个求职者来说，大多数人都会用工作所在城市，薪资及行业进行删选自己的求职工作，在本项目中，爬取的猎聘网的选择这三个变量后的删选数据，单一变量的数据也已放在不同的sheet中，解决海量数据的人工删选问题，以解决此类求职者的能够更明显直观看到自己求职工作的行情，薪资等问题。\n",
    "\n",
    "* 城市： 北京 ，上海， 广州， 深圳 ，天津， 苏州，重庆 ，南京 ，杭州 ，大连， 成都 ，武汉\n",
    "\n",
    "* 行业：互联网·游戏·软件 ，电子·通信·硬件 ，房地产·建筑·物业， 金融 消费品 ，汽车·机械·制造， 制药·医疗 能源·化工·环保， 服务·外包·中介， 广告·传媒·教育·文化 ，交通·贸易·物流， 政府·农林牧渔\n",
    "\n",
    "* 薪资：10-15万 ，15-20万 ，20-30万 ，30-50万， 50-100万 ，100万以上， 自定义\n",
    "# 挖掘Query参数\n",
    "在本项目中，对三个变量的Query参数都进行了解析，在城市变量中Query参数的相异值为dqs，行业变量中Query参数的相异值为industries，薪资变量中Query参数的相异值为salary。因为本产品是为从事设计师职业提供，所以Query参数里的keyword都为设计师。\n",
    "\n",
    "## 执行1\n",
    "爬取的是1-9页的数据，岗位与页面在表格中是一一对应的\n",
    "## 执行2\n",
    "按照参数设计的多类数据详情见表格\n",
    "## 数据处理价值\n",
    "除了基本必须的三个变量外，增加了排序，index,   curPage额外变量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# xpath解析HTML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 单一页面"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from requests_html import HTMLSession"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>edu</th>\n",
       "      <th>经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>时间</th>\n",
       "      <th>职称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>咨询顾问</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767341.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>质量PQE工程师</td>\n",
       "      <td>珠海-香洲区</td>\n",
       "      <td>英搏尔</td>\n",
       "      <td>https://www.liepin.com/job/1927766961.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9557666/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>质量PQE主管</td>\n",
       "      <td>珠海-香洲区</td>\n",
       "      <td>英搏尔</td>\n",
       "      <td>https://www.liepin.com/job/1927766881.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9557666/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>质量SQE工程师</td>\n",
       "      <td>珠海-香洲区</td>\n",
       "      <td>英搏尔</td>\n",
       "      <td>https://www.liepin.com/job/1927766799.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9557666/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>技术员，DMT&amp;MB实验室</td>\n",
       "      <td>上海-张江</td>\n",
       "      <td>罗氏制药</td>\n",
       "      <td>https://www.liepin.com/job/1927766269.shtml</td>\n",
       "      <td>https://www.liepin.com/company/916012/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>后勤总监</td>\n",
       "      <td>郑州</td>\n",
       "      <td>河南保税物流</td>\n",
       "      <td>https://www.liepin.com/job/1927765945.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8860911/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>客户专员</td>\n",
       "      <td>上海-杨浦区</td>\n",
       "      <td>京创智汇(上海)物流科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927765811.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10054581/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>12-16k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>模具项目工程师</td>\n",
       "      <td></td>\n",
       "      <td>滁州市博康模具塑料有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927764739.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8593126/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电商天猫京东运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927760887.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>模具设计工程师（密封-新能源）</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>国机智能</td>\n",
       "      <td>https://www.liepin.com/job/1927749185.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8942684/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>客服主管</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>泽金金服</td>\n",
       "      <td>https://www.liepin.com/job/1927746007.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8787574/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>5-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>光电顾问</td>\n",
       "      <td>南京-江宁区</td>\n",
       "      <td>江苏灵美东方医院管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927739435.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10030447/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>总账会计</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>HKC</td>\n",
       "      <td>https://www.liepin.com/job/1927733447.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8795947/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-18k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>成本副经理/主管</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>鸿利光电</td>\n",
       "      <td>https://www.liepin.com/job/1927727601.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2246346/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>店铺店长</td>\n",
       "      <td>上海-杨浦区</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927726909.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>薪酬绩效专家</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927726751.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-7k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>SQE(IQC)</td>\n",
       "      <td>上海-泗泾</td>\n",
       "      <td>康思立达(上海)汽车科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927722755.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9459889/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>销售人力资源部总监</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927710481.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>投资拓展经理</td>\n",
       "      <td>惠州</td>\n",
       "      <td>太东集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927709741.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9113168/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>超声波相控阵仪器研发工程师</td>\n",
       "      <td>合肥-高新区</td>\n",
       "      <td>超科电子</td>\n",
       "      <td>https://www.liepin.com/job/1927707067.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8784434/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>生产主管</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>上海微创心通医疗科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927706945.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9494398/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>13-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>大区经理-总监（OTC业务部）</td>\n",
       "      <td>郑州</td>\n",
       "      <td>海南泰迪医药有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927703307.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9328149/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-18k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务主管</td>\n",
       "      <td></td>\n",
       "      <td>百多力(北京)医疗器械有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927699055.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8666566/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>5-7k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>精密空调维修工程师</td>\n",
       "      <td>上海</td>\n",
       "      <td>上海嘉苑捷联电子设备安装工程有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927697681.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7865077/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务总监/CFO</td>\n",
       "      <td>青岛-中韩</td>\n",
       "      <td>青岛博厚医疗管理股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927692867.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9577989/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-28k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>政务售前工程师</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>创能科技</td>\n",
       "      <td>https://www.liepin.com/job/1927692139.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7992349/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域销售总监/经理</td>\n",
       "      <td>太原-坞城</td>\n",
       "      <td>优网科技</td>\n",
       "      <td>https://www.liepin.com/job/1927690093.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7896274/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>信息流优化师</td>\n",
       "      <td></td>\n",
       "      <td>盛拓传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927688057.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8597194/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电子工程师</td>\n",
       "      <td>温州-乐清</td>\n",
       "      <td>欣灵电气股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927687575.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9497995/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>7-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>放射卫生检测与评价工程师</td>\n",
       "      <td>东莞</td>\n",
       "      <td>广东中润检测技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927685611.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12182001/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>石家庄-谈固</td>\n",
       "      <td>河北斯博思创新科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927682561.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8970849/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>运营经理/高级经理（投后管理方向）</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京远旭股权投资基金管理有限公司(远洋集团</td>\n",
       "      <td>https://www.liepin.com/job/1927675227.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7903807/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>采购经理（超市总部）</td>\n",
       "      <td>无锡</td>\n",
       "      <td>无锡八佰伴</td>\n",
       "      <td>https://www.liepin.com/job/1927672213.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1200071/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-25k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域客服经理（地产）</td>\n",
       "      <td>成都-青羊区</td>\n",
       "      <td>成都合能物业管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927668049.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7937765/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>建筑设计师</td>\n",
       "      <td>桂林</td>\n",
       "      <td>桂林大龙实业集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927667357.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10083629/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>Communication BP</td>\n",
       "      <td>上海</td>\n",
       "      <td>罗氏制药</td>\n",
       "      <td>https://www.liepin.com/job/1927666913.shtml</td>\n",
       "      <td>https://www.liepin.com/company/916012/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>废气处理工程师</td>\n",
       "      <td>深圳</td>\n",
       "      <td>深圳奥拓力机电科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927664531.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9788467/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-16k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>资深安卓开发工程师</td>\n",
       "      <td>长沙</td>\n",
       "      <td>湖南岳麓山数据科学与技术研究院有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927660815.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10184205/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>汽车金融放款运营</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>广融达金融租赁有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927660687.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8968041/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>集团工程主管</td>\n",
       "      <td>兰州-广武门</td>\n",
       "      <td>甘肃令牌房地产开发有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927657433.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9605042/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      edu     经验          薪水           时间                 职称     公司地点  \\\n",
       "0    统招本科   1-3年   8-20k·12薪  2020年04月26日               咨询顾问   上海-青浦区   \n",
       "1   大专及以上   3-5年   8-12k·12薪  2020年04月26日           质量PQE工程师   珠海-香洲区   \n",
       "2   大专及以上   3-5年   8-15k·12薪  2020年04月26日            质量PQE主管   珠海-香洲区   \n",
       "3   大专及以上   3-5年   7-15k·12薪  2020年04月26日           质量SQE工程师   珠海-香洲区   \n",
       "4    学历不限   1-3年          面议  2020年04月26日      技术员，DMT&MB实验室    上海-张江   \n",
       "5   本科及以上  5-10年  10-15k·12薪  2020年04月26日               后勤总监       郑州   \n",
       "6   大专及以上   经验不限    5-7k·13薪  2020年04月26日               客户专员   上海-杨浦区   \n",
       "7   大专及以上  5-10年  12-16k·12薪  2020年04月26日            模具项目工程师            \n",
       "8   大专及以上   3-5年  15-30k·12薪  2020年04月26日           电商天猫京东运营    杭州-南苑   \n",
       "9   大专及以上   1-3年   6-15k·12薪  2020年04月26日    模具设计工程师（密封-新能源）   广州-黄埔区   \n",
       "10  本科及以上   3-5年  10-20k·13薪  2020年04月26日               客服主管   深圳-南山区   \n",
       "11   学历不限   1-3年   5-12k·12薪  2020年04月26日               光电顾问   南京-江宁区   \n",
       "12  本科及以上   1-3年   6-10k·12薪  2020年04月26日               总账会计   深圳-宝安区   \n",
       "13  本科及以上  5-10年  10-18k·15薪  2020年04月26日           成本副经理/主管   广州-花都区   \n",
       "14  大专及以上   1-3年  10-15k·12薪  2020年04月26日               店铺店长   上海-杨浦区   \n",
       "15   统招本科  5-10年          面议  2020年04月26日             薪酬绩效专家       杭州   \n",
       "16  本科及以上   1-3年    6-7k·12薪  2020年04月26日           SQE(IQC)    上海-泗泾   \n",
       "17   统招本科  5-10年          面议  2020年04月26日          销售人力资源部总监       杭州   \n",
       "18  大专及以上  5-10年          面议  2020年04月26日             投资拓展经理       惠州   \n",
       "19  本科及以上   3-5年          面议  2020年04月26日      超声波相控阵仪器研发工程师   合肥-高新区   \n",
       "20  大专及以上   3-5年          面议  2020年04月26日               生产主管  上海-浦东新区   \n",
       "21  大专及以上  5-10年  13-20k·12薪  2020年04月26日    大区经理-总监（OTC业务部）       郑州   \n",
       "22  本科及以上   1-3年  15-18k·13薪  2020年04月26日               财务主管            \n",
       "23  大专及以上   1-3年    5-7k·12薪  2020年04月26日          精密空调维修工程师       上海   \n",
       "24   统招本科  10年以上          面议  2020年04月26日           财务总监/CFO    青岛-中韩   \n",
       "25  本科及以上  5-10年  18-28k·12薪  2020年04月26日            政务售前工程师   广州-天河区   \n",
       "26  大专及以上   3-5年          面议  2020年04月26日          区域销售总监/经理    太原-坞城   \n",
       "27  大专及以上   经验不限    5-8k·12薪  2020年04月26日             信息流优化师            \n",
       "28  大专及以上  5-10年  10-20k·12薪  2020年04月26日              电子工程师    温州-乐清   \n",
       "29  本科及以上   1-3年   7-12k·12薪  2020年04月26日       放射卫生检测与评价工程师       东莞   \n",
       "30   统招本科  5-10年          面议  2020年04月26日               产品经理   石家庄-谈固   \n",
       "31   统招本科  5-10年          面议  2020年04月26日  运营经理/高级经理（投后管理方向）       北京   \n",
       "32  本科及以上  5-10年          面议  2020年04月26日         采购经理（超市总部）       无锡   \n",
       "33  本科及以上   3-5年  20-25k·12薪  2020年04月26日         区域客服经理（地产）   成都-青羊区   \n",
       "34   学历不限   3-5年   8-10k·12薪  2020年04月26日              建筑设计师       桂林   \n",
       "35  本科及以上  5-10年          面议  2020年04月26日   Communication BP       上海   \n",
       "36  本科及以上   3-5年   8-15k·12薪  2020年04月26日            废气处理工程师       深圳   \n",
       "37   统招本科   1-3年  10-16k·12薪  2020年04月26日          资深安卓开发工程师       长沙   \n",
       "38   统招本科   经验不限          面议  2020年04月26日           汽车金融放款运营  上海-浦东新区   \n",
       "39  大专及以上  5-10年  10-15k·12薪  2020年04月26日             集团工程主管   兰州-广武门   \n",
       "\n",
       "                     公司名称                                           链结  \\\n",
       "0             上海爱湃斯科技有限公司  https://www.liepin.com/job/1927767341.shtml   \n",
       "1                     英搏尔  https://www.liepin.com/job/1927766961.shtml   \n",
       "2                     英搏尔  https://www.liepin.com/job/1927766881.shtml   \n",
       "3                     英搏尔  https://www.liepin.com/job/1927766799.shtml   \n",
       "4                    罗氏制药  https://www.liepin.com/job/1927766269.shtml   \n",
       "5                  河南保税物流  https://www.liepin.com/job/1927765945.shtml   \n",
       "6        京创智汇(上海)物流科技有限公司  https://www.liepin.com/job/1927765811.shtml   \n",
       "7           滁州市博康模具塑料有限公司  https://www.liepin.com/job/1927764739.shtml   \n",
       "8            北京海纳世纪科技有限公司  https://www.liepin.com/job/1927760887.shtml   \n",
       "9                    国机智能  https://www.liepin.com/job/1927749185.shtml   \n",
       "10                   泽金金服  https://www.liepin.com/job/1927746007.shtml   \n",
       "11         江苏灵美东方医院管理有限公司  https://www.liepin.com/job/1927739435.shtml   \n",
       "12                    HKC  https://www.liepin.com/job/1927733447.shtml   \n",
       "13                   鸿利光电  https://www.liepin.com/job/1927727601.shtml   \n",
       "14                    百合网  https://www.liepin.com/job/1927726909.shtml   \n",
       "15                   农夫山泉  https://www.liepin.com/job/1927726751.shtml   \n",
       "16       康思立达(上海)汽车科技有限公司  https://www.liepin.com/job/1927722755.shtml   \n",
       "17                   农夫山泉  https://www.liepin.com/job/1927710481.shtml   \n",
       "18               太东集团有限公司  https://www.liepin.com/job/1927709741.shtml   \n",
       "19                   超科电子  https://www.liepin.com/job/1927707067.shtml   \n",
       "20         上海微创心通医疗科技有限公司  https://www.liepin.com/job/1927706945.shtml   \n",
       "21             海南泰迪医药有限公司  https://www.liepin.com/job/1927703307.shtml   \n",
       "22        百多力(北京)医疗器械有限公司  https://www.liepin.com/job/1927699055.shtml   \n",
       "23     上海嘉苑捷联电子设备安装工程有限公司  https://www.liepin.com/job/1927697681.shtml   \n",
       "24         青岛博厚医疗管理股份有限公司  https://www.liepin.com/job/1927692867.shtml   \n",
       "25                   创能科技  https://www.liepin.com/job/1927692139.shtml   \n",
       "26                   优网科技  https://www.liepin.com/job/1927690093.shtml   \n",
       "27                   盛拓传媒  https://www.liepin.com/job/1927688057.shtml   \n",
       "28             欣灵电气股份有限公司  https://www.liepin.com/job/1927687575.shtml   \n",
       "29           广东中润检测技术有限公司  https://www.liepin.com/job/1927685611.shtml   \n",
       "30          河北斯博思创新科技有限公司  https://www.liepin.com/job/1927682561.shtml   \n",
       "31  北京远旭股权投资基金管理有限公司(远洋集团  https://www.liepin.com/job/1927675227.shtml   \n",
       "32                  无锡八佰伴  https://www.liepin.com/job/1927672213.shtml   \n",
       "33           成都合能物业管理有限公司  https://www.liepin.com/job/1927668049.shtml   \n",
       "34           桂林大龙实业集团有限公司  https://www.liepin.com/job/1927667357.shtml   \n",
       "35                   罗氏制药  https://www.liepin.com/job/1927666913.shtml   \n",
       "36          深圳奥拓力机电科技有限公司  https://www.liepin.com/job/1927664531.shtml   \n",
       "37    湖南岳麓山数据科学与技术研究院有限公司  https://www.liepin.com/job/1927660815.shtml   \n",
       "38            广融达金融租赁有限公司  https://www.liepin.com/job/1927660687.shtml   \n",
       "39          甘肃令牌房地产开发有限公司  https://www.liepin.com/job/1927657433.shtml   \n",
       "\n",
       "                                       公司URL  \n",
       "0   https://www.liepin.com/company/10006015/  \n",
       "1    https://www.liepin.com/company/9557666/  \n",
       "2    https://www.liepin.com/company/9557666/  \n",
       "3    https://www.liepin.com/company/9557666/  \n",
       "4     https://www.liepin.com/company/916012/  \n",
       "5    https://www.liepin.com/company/8860911/  \n",
       "6   https://www.liepin.com/company/10054581/  \n",
       "7    https://www.liepin.com/company/8593126/  \n",
       "8    https://www.liepin.com/company/9215228/  \n",
       "9    https://www.liepin.com/company/8942684/  \n",
       "10   https://www.liepin.com/company/8787574/  \n",
       "11  https://www.liepin.com/company/10030447/  \n",
       "12   https://www.liepin.com/company/8795947/  \n",
       "13   https://www.liepin.com/company/2246346/  \n",
       "14  https://www.liepin.com/company/10077527/  \n",
       "15   https://www.liepin.com/company/2868477/  \n",
       "16   https://www.liepin.com/company/9459889/  \n",
       "17   https://www.liepin.com/company/2868477/  \n",
       "18   https://www.liepin.com/company/9113168/  \n",
       "19   https://www.liepin.com/company/8784434/  \n",
       "20   https://www.liepin.com/company/9494398/  \n",
       "21   https://www.liepin.com/company/9328149/  \n",
       "22   https://www.liepin.com/company/8666566/  \n",
       "23   https://www.liepin.com/company/7865077/  \n",
       "24   https://www.liepin.com/company/9577989/  \n",
       "25   https://www.liepin.com/company/7992349/  \n",
       "26   https://www.liepin.com/company/7896274/  \n",
       "27   https://www.liepin.com/company/8597194/  \n",
       "28   https://www.liepin.com/company/9497995/  \n",
       "29  https://www.liepin.com/company/12182001/  \n",
       "30   https://www.liepin.com/company/8970849/  \n",
       "31   https://www.liepin.com/company/7903807/  \n",
       "32   https://www.liepin.com/company/1200071/  \n",
       "33   https://www.liepin.com/company/7937765/  \n",
       "34  https://www.liepin.com/company/10083629/  \n",
       "35    https://www.liepin.com/company/916012/  \n",
       "36   https://www.liepin.com/company/9788467/  \n",
       "37  https://www.liepin.com/company/10184205/  \n",
       "38   https://www.liepin.com/company/8968041/  \n",
       "39   https://www.liepin.com/company/9605042/  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-1   单一页面\n",
    "session=HTMLSession()\n",
    "url = \"https://www.liepin.com/zhaopin/?keyword=设计师\"\n",
    "r = session.get( url )\n",
    "\n",
    "# 先取特定元素, 精准打击其子后辈\n",
    "主要元素 = r.html.xpath( \\\n",
    "    '//ul[@class=\"sojob-list\"]/li')\n",
    "\n",
    "# 预期是一个元素的列表？\n",
    "#print (主要元素[0].xpath('//div[contains(@class,\"sojob-item-main\")]'))\n",
    "#print (主要元素[0].xpath('//div[contains(@class,\"job-info\")]/h3/a'))\n",
    "#print (主要元素[3].xpath('//div[contains(@class,\"job-info\")]/p/a'))\n",
    "#print (主要元素[3].xpath('//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]'))\n",
    "#print (主要元素[3].xpath('//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span'))\n",
    "#print (主要元素[3].xpath('//div[contains(@class,\"job-info\")]/p/time/@title'))\n",
    "#print (主要元素[0].xpath('//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a'))\n",
    "\n",
    "# 作为xpath字典，键为我要抓的牛肉名称，值为xpath\n",
    "dict_xpaths={ \n",
    "    'text': {\n",
    "        'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "        '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "        '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "        '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "        '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "        '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "        '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "    },\n",
    "    'text_content': {\n",
    "    },\n",
    "    'href': {\n",
    "        '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "        '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "    }\n",
    "}\n",
    "\n",
    "def get_e_text_content(_xpath_):\n",
    "    # 高级列表推导\n",
    "    暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "    return(暂存结果)\n",
    "\n",
    "def get_e_text(_xpath_):\n",
    "    # 高级列表推导\n",
    "    暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "    return(暂存结果)\n",
    "\n",
    "def get_e_href(_xpath_):\n",
    "    # 高级列表推导\n",
    "    暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "               if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "               else \"\" for e in 主要元素]\n",
    "    return(暂存结果)\n",
    "\n",
    "# 只对主要元素下进行.xpath取值\n",
    "数据字典 = dict()\n",
    "\n",
    "数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "[len(v) for k,v in 数据字典.items()]\n",
    "\n",
    "数据 = pd.DataFrame(数据字典)\n",
    "# 数据.to_excel(\"20春_Web数据挖掘_week03_liepin.xlsx\", sheet_name=\"搜查结果\")\n",
    "数据 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 扩张为薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<Element 'div' class=('search-conditions',) data-selector='search-conditions'>]\n",
      "<Element 'div' class=('search-conditions',) data-selector='search-conditions'>\n",
      "[<Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>]\n",
      "公司：\n",
      "行业：\n",
      "城市：\n",
      "薪资：\n",
      "更多：\n",
      "<Element 'dd' class=('comp-list',)>\n",
      "<Element 'dd' class=('short-dd', 'select-industry') data-param='industries'>\n",
      "<Element 'dd' data-param='city'>\n",
      "<Element 'dd' data-param='salary'>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-time')>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-jobkind')>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-compscale')>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-compkind')>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'10-15万': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=10$15&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '15-20万': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=15$20&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '20-30万': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=20$30&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '30-50万': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=30$50&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '50-100万': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=50$100&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '100万以上': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=100$999&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf'}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-2 扩张 薪资 ?  \n",
    "\n",
    "# 先取特定元素, 精准打击其子后辈\n",
    "主要元素 = r.html.xpath('//div[@data-selector=\"search-conditions\"]')\n",
    "# 预期是一个元素的列表？\n",
    "print (主要元素)\n",
    "print (主要元素[0])\n",
    "print (主要元素[0].xpath('//dt[@class=\"search-title\"]'))\n",
    "\n",
    "list_search_title = 主要元素[0].xpath('//dt[@class=\"search-title\"]')\n",
    "for x in list_search_title:\n",
    "    print (x.text)\n",
    "    \n",
    "list_search_dd = 主要元素[0].xpath('//dt[@class=\"search-title\"]/following-sibling::dd')\n",
    "for x in list_search_dd:\n",
    "    print (x)  \n",
    "    \n",
    "\n",
    "薪资数据选择器链结 = r.html.xpath('//dd[@data-param=\"salary\"]/a/@href')\n",
    "               \n",
    "薪资数据选择器链结\n",
    "\n",
    "# 但我们需要知道这些选择器链结, 对映到什麽数据\n",
    "薪资数据选择器链结 = r.html.xpath('//dd[@data-param=\"salary\"]/a')\n",
    "薪资数据选择器链结\n",
    "\n",
    "#[ x.xpath(\"a/@href\")[0] for x in 公司数据选择器链结]\n",
    "#[ x.xpath(\"a/text()\")[0] for x in 公司数据选择器链结]\n",
    "薪资数据选择器链结 = { x.xpath(\"a/text()\")[0]:x.xpath(\"a/@href\")[0] for x in 薪资数据选择器链结}\n",
    "薪资数据选择器链结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用urllib.parse解析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=10$15&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=15$20&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=20$30&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=30$50&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=50$100&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&salary=100$999&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment='')]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-1 使用 urllib.parse 解析\n",
    "from urllib.parse import urlparse, parse_qs\n",
    "[ urlparse(x) for x in 薪资数据选择器链结.values()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用pd.DataFrame进行 unuinque()相异值计量比对 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 6 entries, 0 to 5\n",
      "Data columns (total 6 columns):\n",
      "scheme      6 non-null object\n",
      "netloc      6 non-null object\n",
      "path        6 non-null object\n",
      "params      6 non-null object\n",
      "query       6 non-null object\n",
      "fragment    6 non-null object\n",
      "dtypes: object(6)\n",
      "memory usage: 368.0+ bytes\n",
      "scheme      1\n",
      "netloc      1\n",
      "path        1\n",
      "params      1\n",
      "query       6\n",
      "fragment    1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>scheme</th>\n",
       "      <th>netloc</th>\n",
       "      <th>path</th>\n",
       "      <th>params</th>\n",
       "      <th>query</th>\n",
       "      <th>fragment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=4f112b280fe0e5c0&amp;flushckid=1&amp;...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  scheme netloc       path params  \\\n",
       "0                /zhaopin/          \n",
       "\n",
       "                                               query fragment  \n",
       "0  init=-1&headckid=4f112b280fe0e5c0&flushckid=1&...           "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-2 使用 pd.DataFrame进行 unuinque()相异值计量比对 \n",
    "import pandas as pd\n",
    "df = pd.DataFrame([ urlparse(x) for x in 薪资数据选择器链结.values()])\n",
    "df.info()\n",
    "print(df.nunique())\n",
    "df.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 针对query解析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ckid             1\n",
      "d_ckId           1\n",
      "d_curPage        1\n",
      "d_headId         1\n",
      "d_pageSize       1\n",
      "d_sfrom          1\n",
      "flushckid        1\n",
      "fromSearchBtn    1\n",
      "headckid         1\n",
      "init             1\n",
      "keyword          1\n",
      "salary           6\n",
      "siTag            1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>keyword</th>\n",
       "      <th>salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>设计师</td>\n",
       "      <td>10$15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>设计师</td>\n",
       "      <td>15$20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>设计师</td>\n",
       "      <td>20$30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>设计师</td>\n",
       "      <td>30$50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>设计师</td>\n",
       "      <td>50$100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>设计师</td>\n",
       "      <td>100$999</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  keyword   salary\n",
       "0     设计师    10$15\n",
       "1     设计师    15$20\n",
       "2     设计师    20$30\n",
       "3     设计师    30$50\n",
       "4     设计师   50$100\n",
       "5     设计师  100$999"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-3 针对query 再解析之 \n",
    "#df_qs = pd.DataFrame([ parse_qs(x) for x in df['query'] ])\n",
    "df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "print (df_qs.nunique())\n",
    "df_qs.head()\n",
    "df_qs[['keyword','salary']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 构建参数模板及字典_compTag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['设计师'], 'salary': ['10$15'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}\n",
      "{'10-15万': '10$15', '15-20万': '15$20', '20-30万': '20$30', '30-50万': '30$50', '50-100万': '50$100', '100万以上': '100$999'}\n"
     ]
    }
   ],
   "source": [
    "# B-4 建构 参数模板 及 字典_compTag\n",
    "def parse_url_qs_for_salary (url):\n",
    "    six_parts = urlparse(url) \n",
    "    out = parse_qs(six_parts.query)\n",
    "    return (out)\n",
    "\n",
    "\n",
    "参数模板 = parse_url_qs_for_salary(list(薪资数据选择器链结.values())[0])\n",
    "print(参数模板)\n",
    "\n",
    "[ parse_url_qs_for_salary(x)['salary'][0] for x in 薪资数据选择器链结.values()]\n",
    "\n",
    "字典_salary = { k:parse_url_qs_for_salary(v)['salary'][0] for k,v in 薪资数据选择器链结.items()}\n",
    "print (字典_salary)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 构建参数模板 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'10-15万': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['用户体验'], 'salary': ['10$15'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '15-20万': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['用户体验'], 'salary': ['15$20'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '20-30万': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['用户体验'], 'salary': ['20$30'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '30-50万': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['用户体验'], 'salary': ['30$50'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '50-100万': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['用户体验'], 'salary': ['50$100'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '100万以上': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['用户体验'], 'salary': ['100$999'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}}\n"
     ]
    }
   ],
   "source": [
    "# B-5 建构 参数模板  \n",
    "def 参数模板生成(salary , keyword):\n",
    "    参数 = 参数模板.copy()\n",
    "    参数['salary'] = salary\n",
    "    参数['keyword'] = keyword\n",
    "    return (参数)\n",
    "\n",
    "参数_salary_用户体验 = { k:参数模板生成(salary = [v], keyword = ['用户体验']) for k,v in 字典_salary.items()}\n",
    "print(参数_salary_用户体验)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 单一页面爬取+解析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# C-2  简化 A-1   单一页面爬+解析\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "def requests_liepin( url, params):\n",
    "    r = session.get( url , params = payload)\n",
    "\n",
    "    # 先取特定元素, 精准打击其子后辈\n",
    "    主要元素 = r.html.xpath( '//ul[@class=\"sojob-list\"]/li')\n",
    "\n",
    "    # 作为xpath字典，键为我要抓的牛肉名称，值为xpath\n",
    "    dict_xpaths={ \n",
    "        'text': {\n",
    "            'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "            '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "            '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "            '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "            '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "            '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        },\n",
    "        'text_content': {\n",
    "        },\n",
    "        'href': {\n",
    "            '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        }\n",
    "    }\n",
    "\n",
    "    def get_e_text_content(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_text(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_href(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "                   if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "                   else \"\" for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    # 只对主要元素下进行.xpath取值\n",
    "    数据字典 = dict()\n",
    "\n",
    "    数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "    数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "    数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "    #数据.to_excel(\"20春_Web数据挖掘_week03_liepin.xlsx\", sheet_name=\"搜查结果\")\n",
    "    return (数据)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 多个页面"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>edu</th>\n",
       "      <th>经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>时间</th>\n",
       "      <th>职称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>各薪资</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>咨询顾问</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767341.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>质量PQE工程师</td>\n",
       "      <td>珠海-香洲区</td>\n",
       "      <td>英搏尔</td>\n",
       "      <td>https://www.liepin.com/job/1927766961.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9557666/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>质量PQE主管</td>\n",
       "      <td>珠海-香洲区</td>\n",
       "      <td>英搏尔</td>\n",
       "      <td>https://www.liepin.com/job/1927766881.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9557666/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>质量SQE工程师</td>\n",
       "      <td>珠海-香洲区</td>\n",
       "      <td>英搏尔</td>\n",
       "      <td>https://www.liepin.com/job/1927766799.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9557666/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>技术员，DMT&amp;MB实验室</td>\n",
       "      <td>上海-张江</td>\n",
       "      <td>罗氏制药</td>\n",
       "      <td>https://www.liepin.com/job/1927766269.shtml</td>\n",
       "      <td>https://www.liepin.com/company/916012/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>后勤总监</td>\n",
       "      <td>郑州</td>\n",
       "      <td>河南保税物流</td>\n",
       "      <td>https://www.liepin.com/job/1927765945.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8860911/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>12-16k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>模具项目工程师</td>\n",
       "      <td></td>\n",
       "      <td>滁州市博康模具塑料有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927764739.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8593126/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>模具设计工程师（密封-新能源）</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>国机智能</td>\n",
       "      <td>https://www.liepin.com/job/1927749185.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8942684/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>客服主管</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>泽金金服</td>\n",
       "      <td>https://www.liepin.com/job/1927746007.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8787574/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>5-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>光电顾问</td>\n",
       "      <td>南京-江宁区</td>\n",
       "      <td>江苏灵美东方医院管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927739435.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10030447/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>总账会计</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>HKC</td>\n",
       "      <td>https://www.liepin.com/job/1927733447.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8795947/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-18k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>成本副经理/主管</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>鸿利光电</td>\n",
       "      <td>https://www.liepin.com/job/1927727601.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2246346/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>店铺店长</td>\n",
       "      <td>上海-杨浦区</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927726909.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>薪酬绩效专家</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927726751.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>销售人力资源部总监</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927710481.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>生产主管</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>上海微创心通医疗科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927706945.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9494398/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域销售总监/经理</td>\n",
       "      <td>太原-坞城</td>\n",
       "      <td>优网科技</td>\n",
       "      <td>https://www.liepin.com/job/1927690093.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7896274/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>信息流优化师</td>\n",
       "      <td></td>\n",
       "      <td>盛拓传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927688057.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8597194/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电子工程师</td>\n",
       "      <td>温州-乐清</td>\n",
       "      <td>欣灵电气股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927687575.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9497995/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>7-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>放射卫生检测与评价工程师</td>\n",
       "      <td>东莞</td>\n",
       "      <td>广东中润检测技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927685611.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12182001/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>石家庄-谈固</td>\n",
       "      <td>河北斯博思创新科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927682561.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8970849/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>建筑设计师</td>\n",
       "      <td>桂林</td>\n",
       "      <td>桂林大龙实业集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927667357.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10083629/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>废气处理工程师</td>\n",
       "      <td>深圳</td>\n",
       "      <td>深圳奥拓力机电科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927664531.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9788467/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-16k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>资深安卓开发工程师</td>\n",
       "      <td>长沙</td>\n",
       "      <td>湖南岳麓山数据科学与技术研究院有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927660815.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10184205/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>汽车金融放款运营</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>广融达金融租赁有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927660687.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8968041/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>集团工程主管</td>\n",
       "      <td>兰州-广武门</td>\n",
       "      <td>甘肃令牌房地产开发有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927657433.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9605042/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>7-9k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>总经理助理</td>\n",
       "      <td>宁波-海曙区</td>\n",
       "      <td>宁波力达得为高分子科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927654197.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10191859/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>质量研究主管</td>\n",
       "      <td>苏州-工业园区</td>\n",
       "      <td>江苏德健医疗科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927653649.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9265676/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域销售经理</td>\n",
       "      <td>南京-开发区</td>\n",
       "      <td>盛世博扬（上海）暖通科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927643693.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7875433/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>高级招聘专员</td>\n",
       "      <td>嘉兴</td>\n",
       "      <td>合盛硅业</td>\n",
       "      <td>https://www.liepin.com/job/1927641999.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8657147/</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>95-150k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>技术总监</td>\n",
       "      <td>成都</td>\n",
       "      <td>成都聚创伟业电子商务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768425.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9699967/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>智能谷负责人</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱仕达机器人有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767777.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10172529/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>博士</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>Resin GM</td>\n",
       "      <td>上海</td>\n",
       "      <td>米高蒲志国际(香港)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767483.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1790705/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>RA Senior Director - Asia</td>\n",
       "      <td>上海</td>\n",
       "      <td>米高蒲志国际(香港)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927766255.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1790705/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>70-100k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>交付经理</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>深南电路</td>\n",
       "      <td>https://www.liepin.com/job/1927764193.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8136258/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>70-100k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>通信系统工程师（专家级）</td>\n",
       "      <td></td>\n",
       "      <td>北京九天微星科技发展有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927763193.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9247111/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>100-130k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>首席运营官（COO）</td>\n",
       "      <td>珠海-迎宾</td>\n",
       "      <td>爱婴岛新零售管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927761455.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9090500/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>50-100k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>大湾区事业部总监</td>\n",
       "      <td>深圳</td>\n",
       "      <td>中舍控股(深圳)有限责任公司</td>\n",
       "      <td>https://www.liepin.com/job/1927756871.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12222055/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>阿里淘小铺掌柜（合伙人）</td>\n",
       "      <td>武汉-江汉区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927755049.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>长沙-芙蓉区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927755013.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>阿里淘小铺掌柜（合伙人）</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927754935.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>50-70k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>项目总经理</td>\n",
       "      <td>深圳-罗湖区</td>\n",
       "      <td>深圳市东旭鸿基地产有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927734901.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9645744/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>南京-玄武区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731723.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>上海-黄浦区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731713.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td></td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731701.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>武汉-武昌区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731679.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>苏州-昆山</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731577.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>厦门-思明区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731555.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>50-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>绍兴-越城区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731551.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>杭州-拱墅区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731485.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731457.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>广州-天河北</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731439.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731395.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>淘小铺掌柜（合伙人）</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>湖北古荆州酒业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927731325.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10020805/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>总部融资总经理</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>杭州弘利房地产开发有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927729827.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12160997/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>50-80k·17薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>算法负责人</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>深圳平安综合金融服务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927728751.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7956861/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>70-100k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>华北区销售总监</td>\n",
       "      <td>北京-牡丹园</td>\n",
       "      <td>上海擎创信息技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927727199.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9173769/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>50-100k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>直销部总经理</td>\n",
       "      <td></td>\n",
       "      <td>北京紫怡金珠宝有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927724507.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8117684/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>集团执行总裁（分管大运营）</td>\n",
       "      <td>上海-普陀区</td>\n",
       "      <td>上海中梁地产集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927720773.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8694695/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>80-100k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>法务助理</td>\n",
       "      <td>上海-普陀区</td>\n",
       "      <td>城地香江</td>\n",
       "      <td>https://www.liepin.com/job/1927717021.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7883574/</td>\n",
       "      <td>100万以上</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>240 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      edu     经验            薪水           时间                         职称  \\\n",
       "0    统招本科   1-3年     8-20k·12薪  2020年04月26日                       咨询顾问   \n",
       "1   大专及以上   3-5年     8-12k·12薪  2020年04月26日                   质量PQE工程师   \n",
       "2   大专及以上   3-5年     8-15k·12薪  2020年04月26日                    质量PQE主管   \n",
       "3   大专及以上   3-5年     7-15k·12薪  2020年04月26日                   质量SQE工程师   \n",
       "4    学历不限   1-3年            面议  2020年04月26日              技术员，DMT&MB实验室   \n",
       "5   本科及以上  5-10年    10-15k·12薪  2020年04月26日                       后勤总监   \n",
       "6   大专及以上  5-10年    12-16k·12薪  2020年04月26日                    模具项目工程师   \n",
       "7   大专及以上   1-3年     6-15k·12薪  2020年04月26日            模具设计工程师（密封-新能源）   \n",
       "8   本科及以上   3-5年    10-20k·13薪  2020年04月26日                       客服主管   \n",
       "9    学历不限   1-3年     5-12k·12薪  2020年04月26日                       光电顾问   \n",
       "10  本科及以上   1-3年     6-10k·12薪  2020年04月26日                       总账会计   \n",
       "11  本科及以上  5-10年    10-18k·15薪  2020年04月26日                   成本副经理/主管   \n",
       "12  大专及以上   1-3年    10-15k·12薪  2020年04月26日                       店铺店长   \n",
       "13   统招本科  5-10年            面议  2020年04月26日                     薪酬绩效专家   \n",
       "14   统招本科  5-10年            面议  2020年04月26日                  销售人力资源部总监   \n",
       "15  大专及以上   3-5年            面议  2020年04月26日                       生产主管   \n",
       "16  大专及以上   3-5年            面议  2020年04月26日                  区域销售总监/经理   \n",
       "17  大专及以上   经验不限      5-8k·12薪  2020年04月26日                     信息流优化师   \n",
       "18  大专及以上  5-10年    10-20k·12薪  2020年04月26日                      电子工程师   \n",
       "19  本科及以上   1-3年     7-12k·12薪  2020年04月26日               放射卫生检测与评价工程师   \n",
       "20   统招本科  5-10年            面议  2020年04月26日                       产品经理   \n",
       "21   学历不限   3-5年     8-10k·12薪  2020年04月26日                      建筑设计师   \n",
       "22  本科及以上   3-5年     8-15k·12薪  2020年04月26日                    废气处理工程师   \n",
       "23   统招本科   1-3年    10-16k·12薪  2020年04月26日                  资深安卓开发工程师   \n",
       "24   统招本科   经验不限            面议  2020年04月26日                   汽车金融放款运营   \n",
       "25  大专及以上  5-10年    10-15k·12薪  2020年04月26日                     集团工程主管   \n",
       "26  大专及以上   1-3年      7-9k·12薪  2020年04月26日                      总经理助理   \n",
       "27  本科及以上   1-3年     8-12k·12薪  2020年04月26日                     质量研究主管   \n",
       "28  大专及以上   3-5年     7-20k·12薪  2020年04月26日                     区域销售经理   \n",
       "29  本科及以上   1-3年     8-10k·12薪  2020年04月26日                     高级招聘专员   \n",
       "..    ...    ...           ...          ...                        ...   \n",
       "10  本科及以上  10年以上   95-150k·12薪  2020年04月26日                       技术总监   \n",
       "11   统招本科  10年以上            面议  2020年04月26日                     智能谷负责人   \n",
       "12     博士   经验不限            面议  2020年04月26日                   Resin GM   \n",
       "13  硕士及以上  10年以上            面议  2020年04月26日  RA Senior Director - Asia   \n",
       "14  本科及以上   1-3年   70-100k·12薪  2020年04月26日                       交付经理   \n",
       "15  硕士及以上  10年以上   70-100k·12薪  2020年04月26日               通信系统工程师（专家级）   \n",
       "16  大专及以上  10年以上  100-130k·12薪  2020年04月26日                 首席运营官（COO）   \n",
       "17  本科及以上   经验不限   50-100k·12薪  2020年04月26日                   大湾区事业部总监   \n",
       "18  大专及以上   1-3年    35-65k·16薪  2020年04月26日               阿里淘小铺掌柜（合伙人）   \n",
       "19  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "20  大专及以上   1-3年    35-65k·16薪  2020年04月26日               阿里淘小铺掌柜（合伙人）   \n",
       "21  本科及以上  5-10年    50-70k·16薪  2020年04月26日                      项目总经理   \n",
       "22  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "23  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "24  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "25  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "26  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "27  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "28  大专及以上   1-3年    50-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "29  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "30  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "31  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "32  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "33  大专及以上   1-3年    35-65k·16薪  2020年04月26日                 淘小铺掌柜（合伙人）   \n",
       "34  本科及以上  10年以上            面议  2020年04月26日                    总部融资总经理   \n",
       "35   统招本科  5-10年    50-80k·17薪  2020年04月26日                      算法负责人   \n",
       "36  大专及以上  10年以上   70-100k·12薪  2020年04月26日                    华北区销售总监   \n",
       "37  大专及以上  5-10年   50-100k·12薪  2020年04月26日                     直销部总经理   \n",
       "38  本科及以上  10年以上            面议  2020年04月26日              集团执行总裁（分管大运营）   \n",
       "39  本科及以上   经验不限   80-100k·12薪  2020年04月26日                       法务助理   \n",
       "\n",
       "       公司地点                 公司名称                                           链结  \\\n",
       "0    上海-青浦区          上海爱湃斯科技有限公司  https://www.liepin.com/job/1927767341.shtml   \n",
       "1    珠海-香洲区                  英搏尔  https://www.liepin.com/job/1927766961.shtml   \n",
       "2    珠海-香洲区                  英搏尔  https://www.liepin.com/job/1927766881.shtml   \n",
       "3    珠海-香洲区                  英搏尔  https://www.liepin.com/job/1927766799.shtml   \n",
       "4     上海-张江                 罗氏制药  https://www.liepin.com/job/1927766269.shtml   \n",
       "5        郑州               河南保税物流  https://www.liepin.com/job/1927765945.shtml   \n",
       "6                  滁州市博康模具塑料有限公司  https://www.liepin.com/job/1927764739.shtml   \n",
       "7    广州-黄埔区                 国机智能  https://www.liepin.com/job/1927749185.shtml   \n",
       "8    深圳-南山区                 泽金金服  https://www.liepin.com/job/1927746007.shtml   \n",
       "9    南京-江宁区       江苏灵美东方医院管理有限公司  https://www.liepin.com/job/1927739435.shtml   \n",
       "10   深圳-宝安区                  HKC  https://www.liepin.com/job/1927733447.shtml   \n",
       "11   广州-花都区                 鸿利光电  https://www.liepin.com/job/1927727601.shtml   \n",
       "12   上海-杨浦区                  百合网  https://www.liepin.com/job/1927726909.shtml   \n",
       "13       杭州                 农夫山泉  https://www.liepin.com/job/1927726751.shtml   \n",
       "14       杭州                 农夫山泉  https://www.liepin.com/job/1927710481.shtml   \n",
       "15  上海-浦东新区       上海微创心通医疗科技有限公司  https://www.liepin.com/job/1927706945.shtml   \n",
       "16    太原-坞城                 优网科技  https://www.liepin.com/job/1927690093.shtml   \n",
       "17                          盛拓传媒  https://www.liepin.com/job/1927688057.shtml   \n",
       "18    温州-乐清           欣灵电气股份有限公司  https://www.liepin.com/job/1927687575.shtml   \n",
       "19       东莞         广东中润检测技术有限公司  https://www.liepin.com/job/1927685611.shtml   \n",
       "20   石家庄-谈固        河北斯博思创新科技有限公司  https://www.liepin.com/job/1927682561.shtml   \n",
       "21       桂林         桂林大龙实业集团有限公司  https://www.liepin.com/job/1927667357.shtml   \n",
       "22       深圳        深圳奥拓力机电科技有限公司  https://www.liepin.com/job/1927664531.shtml   \n",
       "23       长沙  湖南岳麓山数据科学与技术研究院有限公司  https://www.liepin.com/job/1927660815.shtml   \n",
       "24  上海-浦东新区          广融达金融租赁有限公司  https://www.liepin.com/job/1927660687.shtml   \n",
       "25   兰州-广武门        甘肃令牌房地产开发有限公司  https://www.liepin.com/job/1927657433.shtml   \n",
       "26   宁波-海曙区      宁波力达得为高分子科技有限公司  https://www.liepin.com/job/1927654197.shtml   \n",
       "27  苏州-工业园区         江苏德健医疗科技有限公司  https://www.liepin.com/job/1927653649.shtml   \n",
       "28   南京-开发区     盛世博扬（上海）暖通科技有限公司  https://www.liepin.com/job/1927643693.shtml   \n",
       "29       嘉兴                 合盛硅业  https://www.liepin.com/job/1927641999.shtml   \n",
       "..      ...                  ...                                          ...   \n",
       "10       成都       成都聚创伟业电子商务有限公司  https://www.liepin.com/job/1927768425.shtml   \n",
       "11   上海-青浦区         上海爱仕达机器人有限公司  https://www.liepin.com/job/1927767777.shtml   \n",
       "12       上海       米高蒲志国际(香港)有限公司  https://www.liepin.com/job/1927767483.shtml   \n",
       "13       上海       米高蒲志国际(香港)有限公司  https://www.liepin.com/job/1927766255.shtml   \n",
       "14   深圳-龙岗区                 深南电路  https://www.liepin.com/job/1927764193.shtml   \n",
       "15                北京九天微星科技发展有限公司  https://www.liepin.com/job/1927763193.shtml   \n",
       "16    珠海-迎宾         爱婴岛新零售管理有限公司  https://www.liepin.com/job/1927761455.shtml   \n",
       "17       深圳       中舍控股(深圳)有限责任公司  https://www.liepin.com/job/1927756871.shtml   \n",
       "18   武汉-江汉区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927755049.shtml   \n",
       "19   长沙-芙蓉区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927755013.shtml   \n",
       "20   广州-越秀区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927754935.shtml   \n",
       "21   深圳-罗湖区        深圳市东旭鸿基地产有限公司  https://www.liepin.com/job/1927734901.shtml   \n",
       "22   南京-玄武区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731723.shtml   \n",
       "23   上海-黄浦区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731713.shtml   \n",
       "24                   湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731701.shtml   \n",
       "25   武汉-武昌区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731679.shtml   \n",
       "26    苏州-昆山          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731577.shtml   \n",
       "27   厦门-思明区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731555.shtml   \n",
       "28   绍兴-越城区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731551.shtml   \n",
       "29   杭州-拱墅区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731485.shtml   \n",
       "30   深圳-福田区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731457.shtml   \n",
       "31   广州-天河北          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731439.shtml   \n",
       "32   广州-黄埔区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731395.shtml   \n",
       "33   广州-白云区          湖北古荆州酒业有限公司  https://www.liepin.com/job/1927731325.shtml   \n",
       "34  上海-浦东新区        杭州弘利房地产开发有限公司  https://www.liepin.com/job/1927729827.shtml   \n",
       "35  上海-浦东新区       深圳平安综合金融服务有限公司  https://www.liepin.com/job/1927728751.shtml   \n",
       "36   北京-牡丹园         上海擎创信息技术有限公司  https://www.liepin.com/job/1927727199.shtml   \n",
       "37                   北京紫怡金珠宝有限公司  https://www.liepin.com/job/1927724507.shtml   \n",
       "38   上海-普陀区         上海中梁地产集团有限公司  https://www.liepin.com/job/1927720773.shtml   \n",
       "39   上海-普陀区                 城地香江  https://www.liepin.com/job/1927717021.shtml   \n",
       "\n",
       "                                       公司URL     各薪资  \n",
       "0   https://www.liepin.com/company/10006015/  10-15万  \n",
       "1    https://www.liepin.com/company/9557666/  10-15万  \n",
       "2    https://www.liepin.com/company/9557666/  10-15万  \n",
       "3    https://www.liepin.com/company/9557666/  10-15万  \n",
       "4     https://www.liepin.com/company/916012/  10-15万  \n",
       "5    https://www.liepin.com/company/8860911/  10-15万  \n",
       "6    https://www.liepin.com/company/8593126/  10-15万  \n",
       "7    https://www.liepin.com/company/8942684/  10-15万  \n",
       "8    https://www.liepin.com/company/8787574/  10-15万  \n",
       "9   https://www.liepin.com/company/10030447/  10-15万  \n",
       "10   https://www.liepin.com/company/8795947/  10-15万  \n",
       "11   https://www.liepin.com/company/2246346/  10-15万  \n",
       "12  https://www.liepin.com/company/10077527/  10-15万  \n",
       "13   https://www.liepin.com/company/2868477/  10-15万  \n",
       "14   https://www.liepin.com/company/2868477/  10-15万  \n",
       "15   https://www.liepin.com/company/9494398/  10-15万  \n",
       "16   https://www.liepin.com/company/7896274/  10-15万  \n",
       "17   https://www.liepin.com/company/8597194/  10-15万  \n",
       "18   https://www.liepin.com/company/9497995/  10-15万  \n",
       "19  https://www.liepin.com/company/12182001/  10-15万  \n",
       "20   https://www.liepin.com/company/8970849/  10-15万  \n",
       "21  https://www.liepin.com/company/10083629/  10-15万  \n",
       "22   https://www.liepin.com/company/9788467/  10-15万  \n",
       "23  https://www.liepin.com/company/10184205/  10-15万  \n",
       "24   https://www.liepin.com/company/8968041/  10-15万  \n",
       "25   https://www.liepin.com/company/9605042/  10-15万  \n",
       "26  https://www.liepin.com/company/10191859/  10-15万  \n",
       "27   https://www.liepin.com/company/9265676/  10-15万  \n",
       "28   https://www.liepin.com/company/7875433/  10-15万  \n",
       "29   https://www.liepin.com/company/8657147/  10-15万  \n",
       "..                                       ...     ...  \n",
       "10   https://www.liepin.com/company/9699967/  100万以上  \n",
       "11  https://www.liepin.com/company/10172529/  100万以上  \n",
       "12   https://www.liepin.com/company/1790705/  100万以上  \n",
       "13   https://www.liepin.com/company/1790705/  100万以上  \n",
       "14   https://www.liepin.com/company/8136258/  100万以上  \n",
       "15   https://www.liepin.com/company/9247111/  100万以上  \n",
       "16   https://www.liepin.com/company/9090500/  100万以上  \n",
       "17  https://www.liepin.com/company/12222055/  100万以上  \n",
       "18  https://www.liepin.com/company/10020805/  100万以上  \n",
       "19  https://www.liepin.com/company/10020805/  100万以上  \n",
       "20  https://www.liepin.com/company/10020805/  100万以上  \n",
       "21   https://www.liepin.com/company/9645744/  100万以上  \n",
       "22  https://www.liepin.com/company/10020805/  100万以上  \n",
       "23  https://www.liepin.com/company/10020805/  100万以上  \n",
       "24  https://www.liepin.com/company/10020805/  100万以上  \n",
       "25  https://www.liepin.com/company/10020805/  100万以上  \n",
       "26  https://www.liepin.com/company/10020805/  100万以上  \n",
       "27  https://www.liepin.com/company/10020805/  100万以上  \n",
       "28  https://www.liepin.com/company/10020805/  100万以上  \n",
       "29  https://www.liepin.com/company/10020805/  100万以上  \n",
       "30  https://www.liepin.com/company/10020805/  100万以上  \n",
       "31  https://www.liepin.com/company/10020805/  100万以上  \n",
       "32  https://www.liepin.com/company/10020805/  100万以上  \n",
       "33  https://www.liepin.com/company/10020805/  100万以上  \n",
       "34  https://www.liepin.com/company/12160997/  100万以上  \n",
       "35   https://www.liepin.com/company/7956861/  100万以上  \n",
       "36   https://www.liepin.com/company/9173769/  100万以上  \n",
       "37   https://www.liepin.com/company/8117684/  100万以上  \n",
       "38   https://www.liepin.com/company/8694695/  100万以上  \n",
       "39   https://www.liepin.com/company/7883574/  100万以上  \n",
       "\n",
       "[240 rows x 10 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# C-3   多个页面\n",
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "\n",
    "薪资 = list()\n",
    "for k,v in 参数_salary_用户体验.items():\n",
    "    payload = v\n",
    "    df = requests_liepin( url, params = payload)\n",
    "    df = df.assign (各薪资 = k)    \n",
    "    薪资.append(df)\n",
    "\n",
    "薪资_list = pd.concat(薪资)\n",
    "薪资_list\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# C-4   输出\n",
    "#df_all.to_excel(\"20春_Web数据挖掘_week03_liepin_各热门公司类型.xlsx\", sheet_name=\"搜查结果\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 扩张为行业"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<Element 'div' class=('search-conditions',) data-selector='search-conditions'>]\n",
      "<Element 'div' class=('search-conditions',) data-selector='search-conditions'>\n",
      "[<Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>]\n",
      "公司：\n",
      "行业：\n",
      "城市：\n",
      "薪资：\n",
      "更多：\n",
      "<Element 'dd' class=('comp-list',)>\n",
      "<Element 'dd' class=('short-dd', 'select-industry') data-param='industries'>\n",
      "<Element 'dd' data-param='city'>\n",
      "<Element 'dd' data-param='salary'>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-time')>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-jobkind')>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-compscale')>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-compkind')>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'互联网/电商': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=040&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '游戏产业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=420&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '计算机软件': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=010&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " 'IT服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=030&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '电子/芯片/半导体': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=050&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '通信业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=060&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '计算机/网络设备': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '房地产/建筑': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=080&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '规划/设计/装潢': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=100&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '房地产服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=090&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '银行': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=130&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '保险': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=140&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '基金/证券/投资': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=150&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '会计/审计': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=430&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '信托/担保/拍卖': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=500&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '快消品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=190&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '批发零售': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=240&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '服装纺织': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=200&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '家具/家电': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=210&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '办公设备': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=220&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '奢侈品/收藏品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=460&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '珠宝/玩具/工艺品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=470&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '汽车/摩托车': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=350&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '机械/机电/重工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=360&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '印刷/包装/造纸': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=180&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '原材料加工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=370&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '仪器/电气/自动化': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=340&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '制药/生物工程': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=270&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '医疗/保健/美容': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=280&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '医疗器械': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=290&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '能源/水利': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=330&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '石油/化工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=310&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '采掘/冶炼/矿产': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=320&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '环保': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=300&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '新能源': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=490&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '专业服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=120&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '中介服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=110&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '外包服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=440&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '检测/认证': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=450&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '餐饮/酒旅/服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=230&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '文体娱乐': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=260&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '租赁服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=510&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '广告/市场/会展': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=070&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '影视文化': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=170&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '教育培训': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=380&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '交通/物流/运输': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=250&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '贸易/进出口': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=160&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '航空/航天': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=480&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '政务/公共服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=390&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '农林牧渔': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=410&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '其他行业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=400&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf'}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-2 扩张 行业 ?  \n",
    "\n",
    "# 先取特定元素, 精准打击其子后辈\n",
    "主要元素 = r.html.xpath('//div[@data-selector=\"search-conditions\"]')\n",
    "# 预期是一个元素的列表？\n",
    "print (主要元素)\n",
    "print (主要元素[0])\n",
    "print (主要元素[0].xpath('//dt[@class=\"search-title\"]'))\n",
    "\n",
    "list_search_title = 主要元素[0].xpath('//dt[@class=\"search-title\"]')\n",
    "for x in list_search_title:\n",
    "    print (x.text)\n",
    "    \n",
    "list_search_dd = 主要元素[0].xpath('//dt[@class=\"search-title\"]/following-sibling::dd')\n",
    "for x in list_search_dd:\n",
    "    print (x)  \n",
    "    \n",
    "\n",
    "行业数据选择器链结 = r.html.xpath('//div[contains(@class,\"sub-industry\")]/a/@href')        \n",
    "行业数据选择器链结\n",
    "\n",
    "# 但我们需要知道这些选择器链结, 对映到什麽数据\n",
    "行业数据选择器链结 = r.html.xpath('//div[contains(@class,\"sub-industry\")]/a')\n",
    "行业数据选择器链结\n",
    "\n",
    "行业数据选择器链结 = { x.xpath(\"a/text()\")[0]:x.xpath(\"a/@href\")[0] for x in 行业数据选择器链结}\n",
    "行业数据选择器链结\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用 urllib.parse 解析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_01&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=040&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_01&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=420&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_01&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=010&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_01&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=030&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_02&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=050&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_02&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=060&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_02&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_03&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=080&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_03&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=100&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_03&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=090&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_04&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=130&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_04&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=140&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_04&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=150&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_04&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=430&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_04&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=500&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=190&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=240&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=200&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=210&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=220&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=460&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=470&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_06&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=350&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_06&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=360&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_06&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=180&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_06&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=370&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_06&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=340&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_10&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=270&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_10&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=280&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_10&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=290&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_11&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=330&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_11&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=310&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_11&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=320&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_11&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=300&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_11&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=490&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=120&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=110&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=440&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=450&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=230&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=260&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=510&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_08&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=070&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_08&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=170&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_08&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=380&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_09&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=250&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_09&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=160&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_09&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=480&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_12&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=390&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_12&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=410&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_12&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&industries=400&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment='')]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-1 使用 urllib.parse 解析\n",
    "from urllib.parse import urlparse, parse_qs\n",
    "[ urlparse(x) for x in 行业数据选择器链结.values()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用 pd.DataFrame进行 unuinque()相异值计量比对"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 51 entries, 0 to 50\n",
      "Data columns (total 6 columns):\n",
      "scheme      51 non-null object\n",
      "netloc      51 non-null object\n",
      "path        51 non-null object\n",
      "params      51 non-null object\n",
      "query       51 non-null object\n",
      "fragment    51 non-null object\n",
      "dtypes: object(6)\n",
      "memory usage: 2.5+ KB\n",
      "scheme       1\n",
      "netloc       1\n",
      "path         1\n",
      "params       1\n",
      "query       51\n",
      "fragment     1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>scheme</th>\n",
       "      <th>netloc</th>\n",
       "      <th>path</th>\n",
       "      <th>params</th>\n",
       "      <th>query</th>\n",
       "      <th>fragment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>subIndustry=&amp;init=-1&amp;industryType=industry_01&amp;...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  scheme netloc       path params  \\\n",
       "0                /zhaopin/          \n",
       "\n",
       "                                               query fragment  \n",
       "0  subIndustry=&init=-1&industryType=industry_01&...           "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-2 使用 pd.DataFrame进行 unuinque()相异值计量比对 \n",
    "import pandas as pd\n",
    "df = pd.DataFrame([ urlparse(x) for x in 行业数据选择器链结.values()])\n",
    "df.info()\n",
    "print(df.nunique())\n",
    "df.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## B-3 针对query 再解析之 \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ckid              1\n",
      "d_ckId            1\n",
      "d_curPage         1\n",
      "d_headId          1\n",
      "d_pageSize        1\n",
      "d_sfrom           1\n",
      "flushckid         1\n",
      "fromSearchBtn     1\n",
      "headckid          1\n",
      "industries       51\n",
      "industryType     12\n",
      "init              1\n",
      "keyword           1\n",
      "siTag             1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>keyword</th>\n",
       "      <th>industries</th>\n",
       "      <th>industryType</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>设计师</td>\n",
       "      <td>040</td>\n",
       "      <td>industry_01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>设计师</td>\n",
       "      <td>420</td>\n",
       "      <td>industry_01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>设计师</td>\n",
       "      <td>010</td>\n",
       "      <td>industry_01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>设计师</td>\n",
       "      <td>030</td>\n",
       "      <td>industry_01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>设计师</td>\n",
       "      <td>050</td>\n",
       "      <td>industry_02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>设计师</td>\n",
       "      <td>060</td>\n",
       "      <td>industry_02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>设计师</td>\n",
       "      <td>020</td>\n",
       "      <td>industry_02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>设计师</td>\n",
       "      <td>080</td>\n",
       "      <td>industry_03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>设计师</td>\n",
       "      <td>100</td>\n",
       "      <td>industry_03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>设计师</td>\n",
       "      <td>090</td>\n",
       "      <td>industry_03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>设计师</td>\n",
       "      <td>130</td>\n",
       "      <td>industry_04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>设计师</td>\n",
       "      <td>140</td>\n",
       "      <td>industry_04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>设计师</td>\n",
       "      <td>150</td>\n",
       "      <td>industry_04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>设计师</td>\n",
       "      <td>430</td>\n",
       "      <td>industry_04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>设计师</td>\n",
       "      <td>500</td>\n",
       "      <td>industry_04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>设计师</td>\n",
       "      <td>190</td>\n",
       "      <td>industry_05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>设计师</td>\n",
       "      <td>240</td>\n",
       "      <td>industry_05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>设计师</td>\n",
       "      <td>200</td>\n",
       "      <td>industry_05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>设计师</td>\n",
       "      <td>210</td>\n",
       "      <td>industry_05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>设计师</td>\n",
       "      <td>220</td>\n",
       "      <td>industry_05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>设计师</td>\n",
       "      <td>460</td>\n",
       "      <td>industry_05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>设计师</td>\n",
       "      <td>470</td>\n",
       "      <td>industry_05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>设计师</td>\n",
       "      <td>350</td>\n",
       "      <td>industry_06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>设计师</td>\n",
       "      <td>360</td>\n",
       "      <td>industry_06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>设计师</td>\n",
       "      <td>180</td>\n",
       "      <td>industry_06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>设计师</td>\n",
       "      <td>370</td>\n",
       "      <td>industry_06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>设计师</td>\n",
       "      <td>340</td>\n",
       "      <td>industry_06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>设计师</td>\n",
       "      <td>270</td>\n",
       "      <td>industry_10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>设计师</td>\n",
       "      <td>280</td>\n",
       "      <td>industry_10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>设计师</td>\n",
       "      <td>290</td>\n",
       "      <td>industry_10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>设计师</td>\n",
       "      <td>330</td>\n",
       "      <td>industry_11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>设计师</td>\n",
       "      <td>310</td>\n",
       "      <td>industry_11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>设计师</td>\n",
       "      <td>320</td>\n",
       "      <td>industry_11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>设计师</td>\n",
       "      <td>300</td>\n",
       "      <td>industry_11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>设计师</td>\n",
       "      <td>490</td>\n",
       "      <td>industry_11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>设计师</td>\n",
       "      <td>120</td>\n",
       "      <td>industry_07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>设计师</td>\n",
       "      <td>110</td>\n",
       "      <td>industry_07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>设计师</td>\n",
       "      <td>440</td>\n",
       "      <td>industry_07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>设计师</td>\n",
       "      <td>450</td>\n",
       "      <td>industry_07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>设计师</td>\n",
       "      <td>230</td>\n",
       "      <td>industry_07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>设计师</td>\n",
       "      <td>260</td>\n",
       "      <td>industry_07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>设计师</td>\n",
       "      <td>510</td>\n",
       "      <td>industry_07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>设计师</td>\n",
       "      <td>070</td>\n",
       "      <td>industry_08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>设计师</td>\n",
       "      <td>170</td>\n",
       "      <td>industry_08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>设计师</td>\n",
       "      <td>380</td>\n",
       "      <td>industry_08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>设计师</td>\n",
       "      <td>250</td>\n",
       "      <td>industry_09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>设计师</td>\n",
       "      <td>160</td>\n",
       "      <td>industry_09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>设计师</td>\n",
       "      <td>480</td>\n",
       "      <td>industry_09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>设计师</td>\n",
       "      <td>390</td>\n",
       "      <td>industry_12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>设计师</td>\n",
       "      <td>410</td>\n",
       "      <td>industry_12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>设计师</td>\n",
       "      <td>400</td>\n",
       "      <td>industry_12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   keyword industries industryType\n",
       "0      设计师        040  industry_01\n",
       "1      设计师        420  industry_01\n",
       "2      设计师        010  industry_01\n",
       "3      设计师        030  industry_01\n",
       "4      设计师        050  industry_02\n",
       "5      设计师        060  industry_02\n",
       "6      设计师        020  industry_02\n",
       "7      设计师        080  industry_03\n",
       "8      设计师        100  industry_03\n",
       "9      设计师        090  industry_03\n",
       "10     设计师        130  industry_04\n",
       "11     设计师        140  industry_04\n",
       "12     设计师        150  industry_04\n",
       "13     设计师        430  industry_04\n",
       "14     设计师        500  industry_04\n",
       "15     设计师        190  industry_05\n",
       "16     设计师        240  industry_05\n",
       "17     设计师        200  industry_05\n",
       "18     设计师        210  industry_05\n",
       "19     设计师        220  industry_05\n",
       "20     设计师        460  industry_05\n",
       "21     设计师        470  industry_05\n",
       "22     设计师        350  industry_06\n",
       "23     设计师        360  industry_06\n",
       "24     设计师        180  industry_06\n",
       "25     设计师        370  industry_06\n",
       "26     设计师        340  industry_06\n",
       "27     设计师        270  industry_10\n",
       "28     设计师        280  industry_10\n",
       "29     设计师        290  industry_10\n",
       "30     设计师        330  industry_11\n",
       "31     设计师        310  industry_11\n",
       "32     设计师        320  industry_11\n",
       "33     设计师        300  industry_11\n",
       "34     设计师        490  industry_11\n",
       "35     设计师        120  industry_07\n",
       "36     设计师        110  industry_07\n",
       "37     设计师        440  industry_07\n",
       "38     设计师        450  industry_07\n",
       "39     设计师        230  industry_07\n",
       "40     设计师        260  industry_07\n",
       "41     设计师        510  industry_07\n",
       "42     设计师        070  industry_08\n",
       "43     设计师        170  industry_08\n",
       "44     设计师        380  industry_08\n",
       "45     设计师        250  industry_09\n",
       "46     设计师        160  industry_09\n",
       "47     设计师        480  industry_09\n",
       "48     设计师        390  industry_12\n",
       "49     设计师        410  industry_12\n",
       "50     设计师        400  industry_12"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-3 针对query 再解析之 \n",
    "#df_qs = pd.DataFrame([ parse_qs(x) for x in df['query'] ])\n",
    "df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "print (df_qs.nunique())\n",
    "df_qs.head()\n",
    "df_qs[['keyword','industries','industryType']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 建构 参数模板 及 字典_industries&subIndustry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['040'], 'keyword': ['设计师'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}\n",
      "{'互联网/电商': '040', '游戏产业': '420', '计算机软件': '010', 'IT服务': '030', '电子/芯片/半导体': '050', '通信业': '060', '计算机/网络设备': '020', '房地产/建筑': '080', '规划/设计/装潢': '100', '房地产服务': '090', '银行': '130', '保险': '140', '基金/证券/投资': '150', '会计/审计': '430', '信托/担保/拍卖': '500', '快消品': '190', '批发零售': '240', '服装纺织': '200', '家具/家电': '210', '办公设备': '220', '奢侈品/收藏品': '460', '珠宝/玩具/工艺品': '470', '汽车/摩托车': '350', '机械/机电/重工': '360', '印刷/包装/造纸': '180', '原材料加工': '370', '仪器/电气/自动化': '340', '制药/生物工程': '270', '医疗/保健/美容': '280', '医疗器械': '290', '能源/水利': '330', '石油/化工': '310', '采掘/冶炼/矿产': '320', '环保': '300', '新能源': '490', '专业服务': '120', '中介服务': '110', '外包服务': '440', '检测/认证': '450', '餐饮/酒旅/服务': '230', '文体娱乐': '260', '租赁服务': '510', '广告/市场/会展': '070', '影视文化': '170', '教育培训': '380', '交通/物流/运输': '250', '贸易/进出口': '160', '航空/航天': '480', '政务/公共服务': '390', '农林牧渔': '410', '其他行业': '400'}\n"
     ]
    }
   ],
   "source": [
    "# B-4 建构 参数模板 及 字典_compTag\n",
    "def parse_url_qs_for_industries (url,enconding='utf8'):\n",
    "    six_parts = urlparse(url) \n",
    "    out = parse_qs(six_parts.query)\n",
    "    return (out)\n",
    "\n",
    "# parse_url_qs_for_compTag(list(公司数据选择器链结.values())[0])['compTag']\n",
    "参数模板 = parse_url_qs_for_industries(list(行业数据选择器链结.values())[0])\n",
    "print(参数模板)\n",
    "# [ parse_url_qs_for_compTag(x)['compTag'] for x in 公司数据选择器链结.values()]\n",
    "#[ parse_url_qs_for_compTag(x)['industries'][0] for x in 行业数据选择器链结.values()]\n",
    "\n",
    "字典_industries = { k:parse_url_qs_for_industries(v)['industries'][0] for k,v in 行业数据选择器链结.items()}\n",
    "print (字典_industries)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 构建参数模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'互联网/电商': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['040'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '游戏产业': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['420'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '计算机软件': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['010'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, 'IT服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['030'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '电子/芯片/半导体': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['050'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '通信业': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['060'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '计算机/网络设备': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['020'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '房地产/建筑': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['080'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '规划/设计/装潢': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['100'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '房地产服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['090'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '银行': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['130'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '保险': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['140'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '基金/证券/投资': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['150'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '会计/审计': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['430'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '信托/担保/拍卖': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['500'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '快消品': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['190'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '批发零售': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['240'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '服装纺织': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['200'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '家具/家电': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['210'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '办公设备': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['220'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '奢侈品/收藏品': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['460'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '珠宝/玩具/工艺品': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['470'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '汽车/摩托车': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['350'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '机械/机电/重工': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['360'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '印刷/包装/造纸': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['180'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '原材料加工': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['370'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '仪器/电气/自动化': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['340'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '制药/生物工程': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['270'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '医疗/保健/美容': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['280'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '医疗器械': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['290'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '能源/水利': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['330'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '石油/化工': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['310'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '采掘/冶炼/矿产': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['320'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '环保': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['300'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '新能源': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['490'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '专业服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['120'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '中介服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['110'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '外包服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['440'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '检测/认证': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['450'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '餐饮/酒旅/服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['230'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '文体娱乐': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['260'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '租赁服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['510'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '广告/市场/会展': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['070'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '影视文化': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['170'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '教育培训': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['380'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '交通/物流/运输': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['250'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '贸易/进出口': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['160'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '航空/航天': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['480'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '政务/公共服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['390'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '农林牧渔': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['410'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '其他行业': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['400'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}}"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# B-5 建构 参数模板  \n",
    "def 参数模板生成(industries , keyword ):\n",
    "    参数 = 参数模板.copy()\n",
    "    参数['industries'] = industries\n",
    "    参数['keyword'] = keyword\n",
    "    return (参数)\n",
    "\n",
    "参数_industries_用户体验 = { k:参数模板生成(industries = [v], keyword = ['用户体验']) for k,v in 字典_industries.items()}\n",
    "print(参数_industries_用户体验)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 单一页面+解析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# C-2  简化 A-1   单一页面爬+解析\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "def requests_liepin( url, params):\n",
    "    r = session.get( url , params = payload)\n",
    "\n",
    "    # 先取特定元素, 精准打击其子后辈\n",
    "    主要元素 = r.html.xpath( '//ul[@class=\"sojob-list\"]/li')\n",
    "\n",
    "    # 作为xpath字典，键为我要抓的牛肉名称，值为xpath\n",
    "    dict_xpaths={ \n",
    "        'text': {\n",
    "            'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "            '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "            '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "            '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "            '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "            '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        },\n",
    "        'text_content': {\n",
    "        },\n",
    "        'href': {\n",
    "            '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        }\n",
    "    }\n",
    "\n",
    "    def get_e_text_content(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_text(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_href(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "                   if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "                   else \"\" for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    # 只对主要元素下进行.xpath取值\n",
    "    数据字典 = dict()\n",
    "\n",
    "    数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "    数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "    数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "    #数据.to_excel(\"20春_Web数据挖掘_week03_liepin.xlsx\", sheet_name=\"搜查结果\")\n",
    "    return (数据)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 多个页面"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>edu</th>\n",
       "      <th>经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>时间</th>\n",
       "      <th>职称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>各行业</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>客户专员</td>\n",
       "      <td>上海-杨浦区</td>\n",
       "      <td>京创智汇(上海)物流科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927765811.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10054581/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电商天猫京东运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927760887.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>客服主管</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>泽金金服</td>\n",
       "      <td>https://www.liepin.com/job/1927746007.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8787574/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>店铺店长</td>\n",
       "      <td>上海-杨浦区</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927726909.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-28k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>政务售前工程师</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>创能科技</td>\n",
       "      <td>https://www.liepin.com/job/1927692139.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7992349/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域销售总监/经理</td>\n",
       "      <td>太原-坞城</td>\n",
       "      <td>优网科技</td>\n",
       "      <td>https://www.liepin.com/job/1927690093.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7896274/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>信息流优化师</td>\n",
       "      <td></td>\n",
       "      <td>盛拓传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927688057.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8597194/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-16k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>资深安卓开发工程师</td>\n",
       "      <td>长沙</td>\n",
       "      <td>湖南岳麓山数据科学与技术研究院有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927660815.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10184205/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>直播项目专场招聘(汽车电商)</td>\n",
       "      <td>杭州</td>\n",
       "      <td>大搜车</td>\n",
       "      <td>https://www.liepin.com/job/1927615677.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8141158/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>大客户销售/大客户销售总监</td>\n",
       "      <td>广州</td>\n",
       "      <td>大麦信息</td>\n",
       "      <td>https://www.liepin.com/job/1927615367.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7870705/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>出房管家（六险一金&amp;带薪培训）</td>\n",
       "      <td>南京</td>\n",
       "      <td>北京自如生活企业管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927570175.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8916470/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>BI工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927468011.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>推广经理</td>\n",
       "      <td>杭州-滨江区</td>\n",
       "      <td>杭州大热电子商务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927385183.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9857093/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>C端产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927349661.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>资深产品经理</td>\n",
       "      <td>郑州</td>\n",
       "      <td>郑州珑凌科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927310141.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8113931/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-28k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>软件售前工程师</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>创能科技</td>\n",
       "      <td>https://www.liepin.com/job/1927297737.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7992349/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>金交所项目市场经理-XMGJ</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>深圳瀚德金融科技控股有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927265957.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9138140/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>天猫运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927036409.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电商运营专员</td>\n",
       "      <td>上海-闵行区</td>\n",
       "      <td>华硕电脑（上海）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926477641.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8134688/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td></td>\n",
       "      <td>国汽(北京)智能网联汽车研究院有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926037471.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9532936/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>上海-闵行区</td>\n",
       "      <td>华硕电脑（上海）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925975821.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8134688/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务经理</td>\n",
       "      <td>北京-望京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1925055847.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-50k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>ceo</td>\n",
       "      <td>杭州-长河</td>\n",
       "      <td>杭州乔金斯科技集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1921736497.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9947859/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>天猫/淘宝/平台 电商经理</td>\n",
       "      <td>南京-苜蓿园</td>\n",
       "      <td>南京易佰购电子科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1919947611.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8816373/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>14-20k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>麦淘亲子</td>\n",
       "      <td>https://www.liepin.com/job/1919890219.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9628715/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>windows开发工程师</td>\n",
       "      <td>郑州</td>\n",
       "      <td>郑州珑凌科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1917917579.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8113931/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-20k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>大客户销售经理</td>\n",
       "      <td>广州-新港</td>\n",
       "      <td>广东云下汇金科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1915659335.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9119659/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>18-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>高级Java开发工程师</td>\n",
       "      <td>上海</td>\n",
       "      <td>麦淘亲子</td>\n",
       "      <td>https://www.liepin.com/job/1914926081.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9628715/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-13k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>高级推广专员（天猫）</td>\n",
       "      <td>广州</td>\n",
       "      <td>大麦信息</td>\n",
       "      <td>https://www.liepin.com/job/1927615227.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7870705/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>11-18k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>高级技校专员/主管</td>\n",
       "      <td>上海-闵行区</td>\n",
       "      <td>西屋无界运动器材(上海)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927755655.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9752095/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>5-6k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>营销策划主管</td>\n",
       "      <td>来宾</td>\n",
       "      <td>广西来宾国有资本投资运营集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1919733241.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10029116/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>桥涵设计工程师</td>\n",
       "      <td>南京-建邺区</td>\n",
       "      <td>苏交科</td>\n",
       "      <td>https://www.liepin.com/job/1927540495.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8445465/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>中新智地-党务文秘专员（中新集团下属公司）</td>\n",
       "      <td>苏州</td>\n",
       "      <td>中新苏州工业园区开发集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927695151.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8096825/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>8-14k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>财务部 高级执行员/资深执行员</td>\n",
       "      <td>苏州</td>\n",
       "      <td>中新苏州工业园区开发集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927687865.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8096825/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-14k·18薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>招商部 执行员/高级执行员/资深执行员</td>\n",
       "      <td>苏州</td>\n",
       "      <td>中新苏州工业园区开发集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927687613.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8096825/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-22k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>工程技术支持及能源管理经理</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>爱玛客</td>\n",
       "      <td>https://www.liepin.com/job/1926893265.shtml</td>\n",
       "      <td>https://www.liepin.com/company/941363/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-10k·13薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>A培训讲师</td>\n",
       "      <td>杭州-滨江区</td>\n",
       "      <td>上海比户环保科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925924485.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9728295/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>25-35k·20薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>财务总监</td>\n",
       "      <td>无锡-惠山区</td>\n",
       "      <td>江苏菲沃泰纳米科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1915792154.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9318072/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>30-60k·12薪</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>心理咨询师</td>\n",
       "      <td>上海-松江区</td>\n",
       "      <td>上海戒成健康咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927202691.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12193883/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>总裁秘书</td>\n",
       "      <td>杭州-宁围</td>\n",
       "      <td>博地控股集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1922648561.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10041535/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-25k·12薪</td>\n",
       "      <td>2020年04月08日</td>\n",
       "      <td>技术研发</td>\n",
       "      <td>青岛</td>\n",
       "      <td>青岛科博制冷设备有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1923230537.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9905465/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>16-25k·12薪</td>\n",
       "      <td>2019年08月20日</td>\n",
       "      <td>销售总监-3</td>\n",
       "      <td>上海</td>\n",
       "      <td>上海星月投资管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1922712939.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9627932/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>招聘管理岗</td>\n",
       "      <td>深圳-科技园</td>\n",
       "      <td>欢乐谷文化旅游发展有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927769109.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9742223/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>高级机器视觉工程师</td>\n",
       "      <td>武汉-蔡甸区</td>\n",
       "      <td>易瓦特科技股份公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768793.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8031041/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>9-10k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>团膳项目经理</td>\n",
       "      <td>海口-秀英区</td>\n",
       "      <td>爱玛客</td>\n",
       "      <td>https://www.liepin.com/job/1927768673.shtml</td>\n",
       "      <td>https://www.liepin.com/company/941363/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>9-10k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>团膳项目经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>爱玛客</td>\n",
       "      <td>https://www.liepin.com/job/1927768671.shtml</td>\n",
       "      <td>https://www.liepin.com/company/941363/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>新都房产销售+底薪4k+晋升空间大</td>\n",
       "      <td>成都</td>\n",
       "      <td>成都丰伟房地产经纪有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768523.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12204383/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>项目经理</td>\n",
       "      <td></td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768411.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>销售经理</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768309.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>软件销售工程师</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768175.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>客户经理</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767997.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>拜斯达装饰集团家装顾问</td>\n",
       "      <td>武汉</td>\n",
       "      <td>武汉市拜斯达装饰设计工程有限责任公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767899.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9375988/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>IT用户服务工程师</td>\n",
       "      <td>杭州</td>\n",
       "      <td>之江实验室</td>\n",
       "      <td>https://www.liepin.com/job/1927767767.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9336290/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>项目经理</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767725.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>家装顾问</td>\n",
       "      <td>武汉</td>\n",
       "      <td>武汉市拜斯达装饰设计工程有限责任公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767653.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9375988/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-25k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>售前工程师</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767627.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>7-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>武汉</td>\n",
       "      <td>武汉市拜斯达装饰设计工程有限责任公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767463.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9375988/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>6-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>实施顾问</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767445.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>技术经理</td>\n",
       "      <td>镇江-丹阳</td>\n",
       "      <td>大亚科技集团</td>\n",
       "      <td>https://www.liepin.com/job/1927766821.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7916453/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>研发工程师</td>\n",
       "      <td>镇江-丹阳</td>\n",
       "      <td>大亚科技集团</td>\n",
       "      <td>https://www.liepin.com/job/1927766819.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7916453/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2040 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      edu     经验          薪水           时间                     职称    公司地点  \\\n",
       "0   大专及以上   经验不限    5-7k·13薪  2020年04月26日                   客户专员  上海-杨浦区   \n",
       "1   大专及以上   3-5年  15-30k·12薪  2020年04月26日               电商天猫京东运营   杭州-南苑   \n",
       "2   本科及以上   3-5年  10-20k·13薪  2020年04月26日                   客服主管  深圳-南山区   \n",
       "3   大专及以上   1-3年  10-15k·12薪  2020年04月26日                   店铺店长  上海-杨浦区   \n",
       "4   本科及以上  5-10年  18-28k·12薪  2020年04月26日                政务售前工程师  广州-天河区   \n",
       "5   大专及以上   3-5年          面议  2020年04月26日              区域销售总监/经理   太原-坞城   \n",
       "6   大专及以上   经验不限    5-8k·12薪  2020年04月26日                 信息流优化师           \n",
       "7    统招本科   1-3年  10-16k·12薪  2020年04月26日              资深安卓开发工程师      长沙   \n",
       "8   大专及以上   经验不限          面议  2020年04月26日         直播项目专场招聘(汽车电商)      杭州   \n",
       "9   大专及以上   3-5年  12-20k·12薪  2020年04月26日          大客户销售/大客户销售总监      广州   \n",
       "10   统招本科   1-3年   8-12k·12薪  2020年04月26日        出房管家（六险一金&带薪培训）      南京   \n",
       "11  本科及以上   3-5年  20-40k·13薪  2020年04月26日                  BI工程师      北京   \n",
       "12   统招本科   3-5年  15-25k·12薪  2020年04月26日                   推广经理  杭州-滨江区   \n",
       "13  本科及以上   3-5年  15-25k·13薪  2020年04月26日                 C端产品经理      北京   \n",
       "14   统招本科   3-5年  12-20k·12薪  2020年04月26日                 资深产品经理      郑州   \n",
       "15  本科及以上  5-10年  18-28k·12薪  2020年04月26日                软件售前工程师  广州-天河区   \n",
       "16   统招本科  5-10年  15-30k·12薪  2020年04月26日         金交所项目市场经理-XMGJ  深圳-南山区   \n",
       "17  大专及以上   3-5年  15-30k·12薪  2020年04月26日                   天猫运营   杭州-南苑   \n",
       "18  本科及以上   经验不限          面议  2020年04月26日                 电商运营专员  上海-闵行区   \n",
       "19  硕士及以上  5-10年          面议  2020年04月26日                前端开发工程师           \n",
       "20   统招本科   1-3年          面议  2020年04月26日                   招聘专员  上海-闵行区   \n",
       "21  本科及以上   1-3年  15-25k·13薪  2020年04月26日                   财务经理   北京-望京   \n",
       "22  硕士及以上  5-10年  20-50k·12薪  2020年04月26日                    ceo   杭州-长河   \n",
       "23   统招本科  5-10年  15-20k·13薪  2020年04月26日          天猫/淘宝/平台 电商经理  南京-苜蓿园   \n",
       "24   统招本科   1-3年  14-20k·13薪  2020年04月26日              Java开发工程师  上海-静安区   \n",
       "25   统招本科   3-5年  10-20k·12薪  2020年04月26日           windows开发工程师      郑州   \n",
       "26   统招本科   1-3年  10-20k·15薪  2020年04月26日                大客户销售经理   广州-新港   \n",
       "27   统招本科   1-3年  18-30k·12薪  2020年04月26日            高级Java开发工程师      上海   \n",
       "28  大专及以上   1-3年   8-13k·12薪  2020年04月26日             高级推广专员（天猫）      广州   \n",
       "29  本科及以上   3-5年  11-18k·12薪  2020年04月25日              高级技校专员/主管  上海-闵行区   \n",
       "..    ...    ...         ...          ...                    ...     ...   \n",
       "10   统招本科   1-3年    5-6k·12薪  2020年04月24日                 营销策划主管      来宾   \n",
       "11  本科及以上   经验不限          面议  2020年04月24日                桥涵设计工程师  南京-建邺区   \n",
       "12   统招本科   3-5年          面议  2020年04月23日  中新智地-党务文秘专员（中新集团下属公司）      苏州   \n",
       "13  硕士及以上  5-10年   8-14k·12薪  2020年04月23日        财务部 高级执行员/资深执行员      苏州   \n",
       "14  硕士及以上   3-5年   7-14k·18薪  2020年04月23日    招商部 执行员/高级执行员/资深执行员      苏州   \n",
       "15   统招本科  5-10年  18-22k·12薪  2020年04月23日          工程技术支持及能源管理经理  上海-静安区   \n",
       "16  大专及以上   1-3年   8-10k·13薪  2020年04月23日                  A培训讲师  杭州-滨江区   \n",
       "17  本科及以上  10年以上  25-35k·20薪  2020年04月23日                   财务总监  无锡-惠山区   \n",
       "18  大专及以上   3-5年  30-60k·12薪  2020年04月21日                  心理咨询师  上海-松江区   \n",
       "19  硕士及以上   经验不限          面议  2020年04月21日                   总裁秘书   杭州-宁围   \n",
       "20  本科及以上  5-10年  10-25k·12薪  2020年04月08日                   技术研发      青岛   \n",
       "21  大专及以上  5-10年  16-25k·12薪  2019年08月20日                 销售总监-3      上海   \n",
       "22   统招本科   3-5年  10-15k·12薪  2020年04月26日                  招聘管理岗  深圳-科技园   \n",
       "23  本科及以上   3-5年  10-20k·12薪  2020年04月26日              高级机器视觉工程师  武汉-蔡甸区   \n",
       "24  大专及以上  5-10年   9-10k·12薪  2020年04月26日                 团膳项目经理  海口-秀英区   \n",
       "25  大专及以上  5-10年   9-10k·12薪  2020年04月26日                 团膳项目经理      北京   \n",
       "26   学历不限   经验不限    5-8k·12薪  2020年04月26日      新都房产销售+底薪4k+晋升空间大      成都   \n",
       "27   统招本科  5-10年  20-30k·12薪  2020年04月26日                   项目经理           \n",
       "28   统招本科   3-5年  10-20k·12薪  2020年04月26日                   销售经理  上海-青浦区   \n",
       "29   统招本科   经验不限   8-15k·12薪  2020年04月26日                软件销售工程师  上海-青浦区   \n",
       "30   统招本科   3-5年   8-20k·12薪  2020年04月26日                   客户经理  上海-青浦区   \n",
       "31   学历不限   经验不限   8-12k·12薪  2020年04月26日            拜斯达装饰集团家装顾问      武汉   \n",
       "32  硕士及以上   经验不限          面议  2020年04月26日              IT用户服务工程师      杭州   \n",
       "33  本科及以上  5-10年  15-30k·12薪  2020年04月26日                   项目经理  上海-青浦区   \n",
       "34   学历不限   经验不限  10-15k·12薪  2020年04月26日                   家装顾问      武汉   \n",
       "35   统招本科   3-5年  10-25k·12薪  2020年04月26日                  售前工程师  上海-青浦区   \n",
       "36  大专及以上   经验不限   7-12k·12薪  2020年04月26日                   销售代表      武汉   \n",
       "37   统招本科   经验不限   6-12k·12薪  2020年04月26日                   实施顾问  上海-青浦区   \n",
       "38  本科及以上  5-10年  10-12k·12薪  2020年04月26日                   技术经理   镇江-丹阳   \n",
       "39  本科及以上  5-10年   6-10k·12薪  2020年04月26日                  研发工程师   镇江-丹阳   \n",
       "\n",
       "                   公司名称                                           链结  \\\n",
       "0      京创智汇(上海)物流科技有限公司  https://www.liepin.com/job/1927765811.shtml   \n",
       "1          北京海纳世纪科技有限公司  https://www.liepin.com/job/1927760887.shtml   \n",
       "2                  泽金金服  https://www.liepin.com/job/1927746007.shtml   \n",
       "3                   百合网  https://www.liepin.com/job/1927726909.shtml   \n",
       "4                  创能科技  https://www.liepin.com/job/1927692139.shtml   \n",
       "5                  优网科技  https://www.liepin.com/job/1927690093.shtml   \n",
       "6                  盛拓传媒  https://www.liepin.com/job/1927688057.shtml   \n",
       "7   湖南岳麓山数据科学与技术研究院有限公司  https://www.liepin.com/job/1927660815.shtml   \n",
       "8                   大搜车  https://www.liepin.com/job/1927615677.shtml   \n",
       "9                  大麦信息  https://www.liepin.com/job/1927615367.shtml   \n",
       "10       北京自如生活企业管理有限公司  https://www.liepin.com/job/1927570175.shtml   \n",
       "11                  百合网  https://www.liepin.com/job/1927468011.shtml   \n",
       "12         杭州大热电子商务有限公司  https://www.liepin.com/job/1927385183.shtml   \n",
       "13                  百合网  https://www.liepin.com/job/1927349661.shtml   \n",
       "14           郑州珑凌科技有限公司  https://www.liepin.com/job/1927310141.shtml   \n",
       "15                 创能科技  https://www.liepin.com/job/1927297737.shtml   \n",
       "16       深圳瀚德金融科技控股有限公司  https://www.liepin.com/job/1927265957.shtml   \n",
       "17         北京海纳世纪科技有限公司  https://www.liepin.com/job/1927036409.shtml   \n",
       "18         华硕电脑（上海）有限公司  https://www.liepin.com/job/1926477641.shtml   \n",
       "19  国汽(北京)智能网联汽车研究院有限公司  https://www.liepin.com/job/1926037471.shtml   \n",
       "20         华硕电脑（上海）有限公司  https://www.liepin.com/job/1925975821.shtml   \n",
       "21                  百合网  https://www.liepin.com/job/1925055847.shtml   \n",
       "22        杭州乔金斯科技集团有限公司  https://www.liepin.com/job/1921736497.shtml   \n",
       "23        南京易佰购电子科技有限公司  https://www.liepin.com/job/1919947611.shtml   \n",
       "24                 麦淘亲子  https://www.liepin.com/job/1919890219.shtml   \n",
       "25           郑州珑凌科技有限公司  https://www.liepin.com/job/1917917579.shtml   \n",
       "26         广东云下汇金科技有限公司  https://www.liepin.com/job/1915659335.shtml   \n",
       "27                 麦淘亲子  https://www.liepin.com/job/1914926081.shtml   \n",
       "28                 大麦信息  https://www.liepin.com/job/1927615227.shtml   \n",
       "29     西屋无界运动器材(上海)有限公司  https://www.liepin.com/job/1927755655.shtml   \n",
       "..                  ...                                          ...   \n",
       "10   广西来宾国有资本投资运营集团有限公司  https://www.liepin.com/job/1919733241.shtml   \n",
       "11                  苏交科  https://www.liepin.com/job/1927540495.shtml   \n",
       "12   中新苏州工业园区开发集团股份有限公司  https://www.liepin.com/job/1927695151.shtml   \n",
       "13   中新苏州工业园区开发集团股份有限公司  https://www.liepin.com/job/1927687865.shtml   \n",
       "14   中新苏州工业园区开发集团股份有限公司  https://www.liepin.com/job/1927687613.shtml   \n",
       "15                  爱玛客  https://www.liepin.com/job/1926893265.shtml   \n",
       "16         上海比户环保科技有限公司  https://www.liepin.com/job/1925924485.shtml   \n",
       "17        江苏菲沃泰纳米科技有限公司  https://www.liepin.com/job/1915792154.shtml   \n",
       "18         上海戒成健康咨询有限公司  https://www.liepin.com/job/1927202691.shtml   \n",
       "19           博地控股集团有限公司  https://www.liepin.com/job/1922648561.shtml   \n",
       "20         青岛科博制冷设备有限公司  https://www.liepin.com/job/1923230537.shtml   \n",
       "21         上海星月投资管理有限公司  https://www.liepin.com/job/1922712939.shtml   \n",
       "22        欢乐谷文化旅游发展有限公司  https://www.liepin.com/job/1927769109.shtml   \n",
       "23            易瓦特科技股份公司  https://www.liepin.com/job/1927768793.shtml   \n",
       "24                  爱玛客  https://www.liepin.com/job/1927768673.shtml   \n",
       "25                  爱玛客  https://www.liepin.com/job/1927768671.shtml   \n",
       "26        成都丰伟房地产经纪有限公司  https://www.liepin.com/job/1927768523.shtml   \n",
       "27          上海爱湃斯科技有限公司  https://www.liepin.com/job/1927768411.shtml   \n",
       "28          上海爱湃斯科技有限公司  https://www.liepin.com/job/1927768309.shtml   \n",
       "29          上海爱湃斯科技有限公司  https://www.liepin.com/job/1927768175.shtml   \n",
       "30          上海爱湃斯科技有限公司  https://www.liepin.com/job/1927767997.shtml   \n",
       "31   武汉市拜斯达装饰设计工程有限责任公司  https://www.liepin.com/job/1927767899.shtml   \n",
       "32                之江实验室  https://www.liepin.com/job/1927767767.shtml   \n",
       "33          上海爱湃斯科技有限公司  https://www.liepin.com/job/1927767725.shtml   \n",
       "34   武汉市拜斯达装饰设计工程有限责任公司  https://www.liepin.com/job/1927767653.shtml   \n",
       "35          上海爱湃斯科技有限公司  https://www.liepin.com/job/1927767627.shtml   \n",
       "36   武汉市拜斯达装饰设计工程有限责任公司  https://www.liepin.com/job/1927767463.shtml   \n",
       "37          上海爱湃斯科技有限公司  https://www.liepin.com/job/1927767445.shtml   \n",
       "38               大亚科技集团  https://www.liepin.com/job/1927766821.shtml   \n",
       "39               大亚科技集团  https://www.liepin.com/job/1927766819.shtml   \n",
       "\n",
       "                                       公司URL     各行业  \n",
       "0   https://www.liepin.com/company/10054581/  互联网/电商  \n",
       "1    https://www.liepin.com/company/9215228/  互联网/电商  \n",
       "2    https://www.liepin.com/company/8787574/  互联网/电商  \n",
       "3   https://www.liepin.com/company/10077527/  互联网/电商  \n",
       "4    https://www.liepin.com/company/7992349/  互联网/电商  \n",
       "5    https://www.liepin.com/company/7896274/  互联网/电商  \n",
       "6    https://www.liepin.com/company/8597194/  互联网/电商  \n",
       "7   https://www.liepin.com/company/10184205/  互联网/电商  \n",
       "8    https://www.liepin.com/company/8141158/  互联网/电商  \n",
       "9    https://www.liepin.com/company/7870705/  互联网/电商  \n",
       "10   https://www.liepin.com/company/8916470/  互联网/电商  \n",
       "11  https://www.liepin.com/company/10077527/  互联网/电商  \n",
       "12   https://www.liepin.com/company/9857093/  互联网/电商  \n",
       "13  https://www.liepin.com/company/10077527/  互联网/电商  \n",
       "14   https://www.liepin.com/company/8113931/  互联网/电商  \n",
       "15   https://www.liepin.com/company/7992349/  互联网/电商  \n",
       "16   https://www.liepin.com/company/9138140/  互联网/电商  \n",
       "17   https://www.liepin.com/company/9215228/  互联网/电商  \n",
       "18   https://www.liepin.com/company/8134688/  互联网/电商  \n",
       "19   https://www.liepin.com/company/9532936/  互联网/电商  \n",
       "20   https://www.liepin.com/company/8134688/  互联网/电商  \n",
       "21  https://www.liepin.com/company/10077527/  互联网/电商  \n",
       "22   https://www.liepin.com/company/9947859/  互联网/电商  \n",
       "23   https://www.liepin.com/company/8816373/  互联网/电商  \n",
       "24   https://www.liepin.com/company/9628715/  互联网/电商  \n",
       "25   https://www.liepin.com/company/8113931/  互联网/电商  \n",
       "26   https://www.liepin.com/company/9119659/  互联网/电商  \n",
       "27   https://www.liepin.com/company/9628715/  互联网/电商  \n",
       "28   https://www.liepin.com/company/7870705/  互联网/电商  \n",
       "29   https://www.liepin.com/company/9752095/  互联网/电商  \n",
       "..                                       ...     ...  \n",
       "10  https://www.liepin.com/company/10029116/    其他行业  \n",
       "11   https://www.liepin.com/company/8445465/    其他行业  \n",
       "12   https://www.liepin.com/company/8096825/    其他行业  \n",
       "13   https://www.liepin.com/company/8096825/    其他行业  \n",
       "14   https://www.liepin.com/company/8096825/    其他行业  \n",
       "15    https://www.liepin.com/company/941363/    其他行业  \n",
       "16   https://www.liepin.com/company/9728295/    其他行业  \n",
       "17   https://www.liepin.com/company/9318072/    其他行业  \n",
       "18  https://www.liepin.com/company/12193883/    其他行业  \n",
       "19  https://www.liepin.com/company/10041535/    其他行业  \n",
       "20   https://www.liepin.com/company/9905465/    其他行业  \n",
       "21   https://www.liepin.com/company/9627932/    其他行业  \n",
       "22   https://www.liepin.com/company/9742223/    其他行业  \n",
       "23   https://www.liepin.com/company/8031041/    其他行业  \n",
       "24    https://www.liepin.com/company/941363/    其他行业  \n",
       "25    https://www.liepin.com/company/941363/    其他行业  \n",
       "26  https://www.liepin.com/company/12204383/    其他行业  \n",
       "27  https://www.liepin.com/company/10006015/    其他行业  \n",
       "28  https://www.liepin.com/company/10006015/    其他行业  \n",
       "29  https://www.liepin.com/company/10006015/    其他行业  \n",
       "30  https://www.liepin.com/company/10006015/    其他行业  \n",
       "31   https://www.liepin.com/company/9375988/    其他行业  \n",
       "32   https://www.liepin.com/company/9336290/    其他行业  \n",
       "33  https://www.liepin.com/company/10006015/    其他行业  \n",
       "34   https://www.liepin.com/company/9375988/    其他行业  \n",
       "35  https://www.liepin.com/company/10006015/    其他行业  \n",
       "36   https://www.liepin.com/company/9375988/    其他行业  \n",
       "37  https://www.liepin.com/company/10006015/    其他行业  \n",
       "38   https://www.liepin.com/company/7916453/    其他行业  \n",
       "39   https://www.liepin.com/company/7916453/    其他行业  \n",
       "\n",
       "[2040 rows x 10 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#多个页面\n",
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "\n",
    "行业 = list()\n",
    "for k,v in 参数_industries_用户体验.items():\n",
    "    payload = v\n",
    "    df = requests_liepin( url, params = payload)\n",
    "    df = df.assign (各行业 = k)    \n",
    "    行业.append(df)\n",
    "\n",
    "行业_list = pd.concat(行业)\n",
    "行业_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# C-4   输出\n",
    "#df_all.to_excel(\"web_week06_liepin_各行业.xlsx\", sheet_name=\"搜查结果\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 扩张为城市"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<Element 'div' class=('search-conditions',) data-selector='search-conditions'>]\n",
      "<Element 'div' class=('search-conditions',) data-selector='search-conditions'>\n",
      "[<Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>, <Element 'dt' class=('search-title',)>]\n",
      "公司：\n",
      "行业：\n",
      "城市：\n",
      "薪资：\n",
      "更多：\n",
      "<Element 'dd' class=('comp-list',)>\n",
      "<Element 'dd' class=('short-dd', 'select-industry') data-param='industries'>\n",
      "<Element 'dd' data-param='city'>\n",
      "<Element 'dd' data-param='salary'>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-time')>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-jobkind')>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-compscale')>\n",
      "<Element 'dd' class=('dropdown', 'dropdown-compkind')>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'全国': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '北京': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=010&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '上海': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '广州': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=050020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '深圳': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=050090&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '天津': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=030&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '苏州': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=060080&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '重庆': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=040&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '南京': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=060020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '杭州': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=070020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '大连': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=210040&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '成都': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=280020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '武汉': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=170020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '其他': 'javascript:;'}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-2 扩张 城市 ?  \n",
    "\n",
    "# 先取特定元素, 精准打击其子后辈\n",
    "主要元素 = r.html.xpath('//div[@data-selector=\"search-conditions\"]')\n",
    "# 预期是一个元素的列表？\n",
    "print (主要元素)\n",
    "print (主要元素[0])\n",
    "print (主要元素[0].xpath('//dt[@class=\"search-title\"]'))\n",
    "\n",
    "list_search_title = 主要元素[0].xpath('//dt[@class=\"search-title\"]')\n",
    "for x in list_search_title:\n",
    "    print (x.text)\n",
    "    \n",
    "list_search_dd = 主要元素[0].xpath('//dt[@class=\"search-title\"]/following-sibling::dd')\n",
    "for x in list_search_dd:\n",
    "    print (x)  \n",
    "    \n",
    "\n",
    "城市数据选择器链结 = r.html.xpath('//dd[@data-param=\"city\"]/a/@href')\n",
    "               \n",
    "城市数据选择器链结\n",
    "\n",
    "# 但我们需要知道这些选择器链结, 对映到什麽数据\n",
    "城市数据选择器链结 = r.html.xpath('//dd[@data-param=\"city\"]/a')\n",
    "城市数据选择器链结\n",
    "\n",
    "#[ x.xpath(\"a/@href\")[0] for x in 公司数据选择器链结]\n",
    "#[ x.xpath(\"a/text()\")[0] for x in 公司数据选择器链结]\n",
    "城市数据选择器链结 = { x.xpath(\"a/text()\")[0]:x.xpath(\"a/@href\")[0] for x in 城市数据选择器链结}\n",
    "城市数据选择器链结"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'北京': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=010&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '上海': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '广州': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=050020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '深圳': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=050090&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '天津': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=030&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '苏州': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=060080&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '重庆': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=040&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '南京': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=060020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '杭州': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=070020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '大连': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=210040&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '成都': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=280020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf',\n",
       " '武汉': '/zhaopin/?init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=170020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf'}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del 城市数据选择器链结[\"全国\"]\n",
    "del 城市数据选择器链结[\"其他\"]\n",
    "城市数据选择器链结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用urllib.parse解析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=010&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=050020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=050090&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=030&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=060080&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=040&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=060020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=070020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=210040&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=280020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='init=-1&headckid=4f112b280fe0e5c0&flushckid=1&fromSearchBtn=2&dqs=170020&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=4f112b280fe0e5c0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=754f74216a7a6de355ee0b5b40b35fcf&d_curPage=0&d_pageSize=40&d_headId=754f74216a7a6de355ee0b5b40b35fcf', fragment='')]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-1 使用 urllib.parse 解析\n",
    "from urllib.parse import urlparse, parse_qs\n",
    "[ urlparse(x) for x in 城市数据选择器链结.values()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用 pd.DataFrame进行 unuinque()相异值计量比对 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 12 entries, 0 to 11\n",
      "Data columns (total 6 columns):\n",
      "scheme      12 non-null object\n",
      "netloc      12 non-null object\n",
      "path        12 non-null object\n",
      "params      12 non-null object\n",
      "query       12 non-null object\n",
      "fragment    12 non-null object\n",
      "dtypes: object(6)\n",
      "memory usage: 656.0+ bytes\n",
      "scheme       1\n",
      "netloc       1\n",
      "path         1\n",
      "params       1\n",
      "query       12\n",
      "fragment     1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>scheme</th>\n",
       "      <th>netloc</th>\n",
       "      <th>path</th>\n",
       "      <th>params</th>\n",
       "      <th>query</th>\n",
       "      <th>fragment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=4f112b280fe0e5c0&amp;flushckid=1&amp;...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  scheme netloc       path params  \\\n",
       "0                /zhaopin/          \n",
       "\n",
       "                                               query fragment  \n",
       "0  init=-1&headckid=4f112b280fe0e5c0&flushckid=1&...           "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-2 使用 pd.DataFrame进行 unuinque()相异值计量比对 \n",
    "import pandas as pd\n",
    "df = pd.DataFrame([ urlparse(x) for x in 城市数据选择器链结.values()])\n",
    "df.info()\n",
    "print(df.nunique())\n",
    "df.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 针对query 再解析之"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ckid              1\n",
      "d_ckId            1\n",
      "d_curPage         1\n",
      "d_headId          1\n",
      "d_pageSize        1\n",
      "d_sfrom           1\n",
      "dqs              12\n",
      "flushckid         1\n",
      "fromSearchBtn     1\n",
      "headckid          1\n",
      "init              1\n",
      "keyword           1\n",
      "siTag             1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>keyword</th>\n",
       "      <th>dqs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>设计师</td>\n",
       "      <td>010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>设计师</td>\n",
       "      <td>020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>设计师</td>\n",
       "      <td>050020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>设计师</td>\n",
       "      <td>050090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>设计师</td>\n",
       "      <td>030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>设计师</td>\n",
       "      <td>060080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>设计师</td>\n",
       "      <td>040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>设计师</td>\n",
       "      <td>060020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>设计师</td>\n",
       "      <td>070020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>设计师</td>\n",
       "      <td>210040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>设计师</td>\n",
       "      <td>280020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>设计师</td>\n",
       "      <td>170020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   keyword     dqs\n",
       "0      设计师     010\n",
       "1      设计师     020\n",
       "2      设计师  050020\n",
       "3      设计师  050090\n",
       "4      设计师     030\n",
       "5      设计师  060080\n",
       "6      设计师     040\n",
       "7      设计师  060020\n",
       "8      设计师  070020\n",
       "9      设计师  210040\n",
       "10     设计师  280020\n",
       "11     设计师  170020"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-3 针对query 再解析之 \n",
    "#df_qs = pd.DataFrame([ parse_qs(x) for x in df['query'] ])\n",
    "df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "print (df_qs.nunique())\n",
    "df_qs.head()\n",
    "df_qs[['keyword','dqs']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 建构 参数模板 及 字典_dqs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['010'], 'keyword': ['设计师'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}\n",
      "{'北京': '010', '上海': '020', '广州': '050020', '深圳': '050090', '天津': '030', '苏州': '060080', '重庆': '040', '南京': '060020', '杭州': '070020', '大连': '210040', '成都': '280020', '武汉': '170020'}\n"
     ]
    }
   ],
   "source": [
    "# B-4 建构 参数模板 及 字典_dqs\n",
    "def parse_url_qs_for_dqs (url):\n",
    "    fourteen_parts = urlparse(url) \n",
    "    out = parse_qs(fourteen_parts.query)\n",
    "    return (out)\n",
    "\n",
    "\n",
    "参数模板 = parse_url_qs_for_dqs(list(城市数据选择器链结.values())[0])\n",
    "print(参数模板)\n",
    "\n",
    "[ parse_url_qs_for_dqs(x)['dqs'][0] for x in 城市数据选择器链结.values()]\n",
    "\n",
    "字典_dqs = { k:parse_url_qs_for_dqs(v)['dqs'][0] for k,v in 城市数据选择器链结.items()}\n",
    "print (字典_dqs)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 建构 参数模板  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'北京': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['010'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '上海': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['020'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '广州': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['050020'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '深圳': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['050090'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '天津': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['030'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '苏州': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['060080'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '重庆': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['040'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '南京': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['060020'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '杭州': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['070020'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '大连': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['210040'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '成都': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['280020'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}, '武汉': {'init': ['-1'], 'headckid': ['4f112b280fe0e5c0'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'dqs': ['170020'], 'keyword': ['用户体验'], 'ckid': ['4f112b280fe0e5c0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['754f74216a7a6de355ee0b5b40b35fcf'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['754f74216a7a6de355ee0b5b40b35fcf']}}\n"
     ]
    }
   ],
   "source": [
    "# B-5 建构 参数模板  \n",
    "def 参数模板生成(dqs , keyword ):\n",
    "    参数 = 参数模板.copy()\n",
    "    参数['dqs'] = dqs\n",
    "    参数['keyword'] = keyword\n",
    "    return (参数)\n",
    "\n",
    "参数_dqs_用户体验 = { k:参数模板生成(dqs= [v], keyword = ['用户体验']) for k,v in 字典_dqs.items()}\n",
    "print(参数_dqs_用户体验)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 单一页面爬+解析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# C-2  简化 A-1   单一页面爬+解析\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "def requests_liepin( url, params):\n",
    "    r = session.get( url , params = payload)\n",
    "\n",
    "    # 先取特定元素, 精准打击其子后辈\n",
    "    主要元素 = r.html.xpath( '//ul[@class=\"sojob-list\"]/li')\n",
    "\n",
    "    # 作为xpath字典，键为我要抓的牛肉名称，值为xpath\n",
    "    dict_xpaths={ \n",
    "        'text': {\n",
    "            'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "            '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "            '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "            '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "            '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "            '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        },\n",
    "        'text_content': {\n",
    "        },\n",
    "        'href': {\n",
    "            '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        }\n",
    "    }\n",
    "\n",
    "    def get_e_text_content(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_text(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_href(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "                   if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "                   else \"\" for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    # 只对主要元素下进行.xpath取值\n",
    "    数据字典 = dict()\n",
    "\n",
    "    数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "    数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "    数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "    #数据.to_excel(\"20春_Web数据挖掘_week03_liepin.xlsx\", sheet_name=\"搜查结果\")\n",
    "    return (数据)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 多个页面"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>edu</th>\n",
       "      <th>经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>时间</th>\n",
       "      <th>职称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>各城市</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-18k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务主管</td>\n",
       "      <td></td>\n",
       "      <td>百多力(北京)医疗器械有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927699055.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8666566/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>信息流优化师</td>\n",
       "      <td></td>\n",
       "      <td>盛拓传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927688057.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8597194/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>运营经理/高级经理（投后管理方向）</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京远旭股权投资基金管理有限公司(远洋集团</td>\n",
       "      <td>https://www.liepin.com/job/1927675227.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7903807/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>后期导演（电视综艺节目）</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927622321.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>BI工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927468011.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>C端产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927349661.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>综艺节目制作总导演</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1926218145.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>40-50k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>MCN短视频运营</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1926101979.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td></td>\n",
       "      <td>国汽(北京)智能网联汽车研究院有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926037471.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9532936/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>培训讲师</td>\n",
       "      <td></td>\n",
       "      <td>北京大津硅藻新材料股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925862581.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8054137/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务主管</td>\n",
       "      <td></td>\n",
       "      <td>准点投资有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925717203.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10030045/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>项目经理</td>\n",
       "      <td></td>\n",
       "      <td>国网智慧能源交通技术创新中心(苏州)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925559931.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9867063/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务经理</td>\n",
       "      <td>北京-望京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1925055847.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>高级财富管理师（海归优先）</td>\n",
       "      <td>北京-燕莎</td>\n",
       "      <td>中国平安人寿保险股份有限公司北京分公司朝阳亮马桥营销服务部</td>\n",
       "      <td>https://www.liepin.com/job/1924453679.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7977038/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>18-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>英国留学咨询顾问</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京泽西教育咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1923099583.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10168681/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>建筑设计师</td>\n",
       "      <td></td>\n",
       "      <td>北京绿宸控股集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1915666361.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8017931/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>运营经理-短视频、电商直播方向</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927745583.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>2020届应届生(新疆籍少数民族生源)</td>\n",
       "      <td>北京</td>\n",
       "      <td>全国中小企业股份转让系统有限责任公司</td>\n",
       "      <td>https://www.liepin.com/job/1927478401.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7887934/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>会计</td>\n",
       "      <td>北京</td>\n",
       "      <td>中证焦桐基金管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925994047.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10263715/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-50k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>6G研究员, 应届生也可以投</td>\n",
       "      <td></td>\n",
       "      <td>NEC（中国）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925034415.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2402810/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-18k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>高级媒介经理（财经媒介方向）</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京基石传讯财经顾问有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1919139483.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8541632/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>党务专员</td>\n",
       "      <td></td>\n",
       "      <td>北京首创吉润物业管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1919129953.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9272883/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>基金运营</td>\n",
       "      <td></td>\n",
       "      <td>北京方圆金鼎投资管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1917631555.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9267628/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>生鲜运营经理</td>\n",
       "      <td></td>\n",
       "      <td>正大食品企业(青岛)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927757141.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8852429/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>40-70k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>Key Account Sales Lead</td>\n",
       "      <td></td>\n",
       "      <td>呀谧网络科技(上海)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927755447.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8629524/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>涂保成本合约经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>东方雨虹</td>\n",
       "      <td>https://www.liepin.com/job/1927712937.shtml</td>\n",
       "      <td>https://www.liepin.com/company/876739/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>涂保技术经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>东方雨虹</td>\n",
       "      <td>https://www.liepin.com/job/1927712725.shtml</td>\n",
       "      <td>https://www.liepin.com/company/876739/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>软件工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>信达地产</td>\n",
       "      <td>https://www.liepin.com/job/1927651467.shtml</td>\n",
       "      <td>https://www.liepin.com/company/402083/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-50k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>渠道BD主管</td>\n",
       "      <td></td>\n",
       "      <td>武汉市谨德教育科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924598353.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9723854/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>12-15k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>金融理财师</td>\n",
       "      <td></td>\n",
       "      <td>北京源石创世财富资产管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1914577880.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8916909/</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>直播后端研发工程师</td>\n",
       "      <td>武汉</td>\n",
       "      <td>武汉速动文化有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927683329.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10284665/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>6-11k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>销售顾问</td>\n",
       "      <td>武汉-永清</td>\n",
       "      <td>万仕道(北京)管理咨询有限公司华南大区</td>\n",
       "      <td>https://www.liepin.com/job/1927594175.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8388695/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>30-40k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>市场拓展经理/外拓经理</td>\n",
       "      <td>武汉-东西湖区</td>\n",
       "      <td>浙江祥生物业服务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927697861.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9115685/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>9-15k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>经营经理</td>\n",
       "      <td>武汉-东西湖区</td>\n",
       "      <td>浙江祥生物业服务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927697703.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9115685/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>3-8k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>社群运营</td>\n",
       "      <td>武汉-洪山区</td>\n",
       "      <td>尚德机构</td>\n",
       "      <td>https://www.liepin.com/job/1927694059.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7891846/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>2-3k·12薪</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>保洁员</td>\n",
       "      <td>武汉-古田</td>\n",
       "      <td>武汉市你家生活家居有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927649555.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9995425/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>2631CD-客户经理（城市运营，武汉）</td>\n",
       "      <td>武汉</td>\n",
       "      <td>平安租赁</td>\n",
       "      <td>https://www.liepin.com/job/1927544085.shtml</td>\n",
       "      <td>https://www.liepin.com/company/5533392/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>7-13k·12薪</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>教师</td>\n",
       "      <td>武汉-洪山区</td>\n",
       "      <td>好未来</td>\n",
       "      <td>https://www.liepin.com/job/1925141209.shtml</td>\n",
       "      <td>https://www.liepin.com/company/922091/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>招聘主管/经理</td>\n",
       "      <td>武汉-江汉区</td>\n",
       "      <td>武汉中城悦城房地产开发有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924564225.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9733701/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>cocos前端高级工程师</td>\n",
       "      <td>武汉-洪山区</td>\n",
       "      <td>武汉虚咖科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924122657.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10194081/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>9-13k·12薪</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>党建专员</td>\n",
       "      <td>武汉</td>\n",
       "      <td>中汽研汽车检验中心(武汉)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1922083083.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10047723/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>7-12k·12薪</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>系统集成售前工程师</td>\n",
       "      <td>武汉</td>\n",
       "      <td>武汉百捷集团系统集成有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1915750363.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7990119/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>电商运营主管</td>\n",
       "      <td>武汉</td>\n",
       "      <td>博大地产</td>\n",
       "      <td>https://www.liepin.com/job/1927583093.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1852455/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-16k·13薪</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>嵌入式软件工程师</td>\n",
       "      <td>武汉</td>\n",
       "      <td>虹识</td>\n",
       "      <td>https://www.liepin.com/job/1925938739.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8691673/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-27k·12薪</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>安全管理岗</td>\n",
       "      <td>武汉</td>\n",
       "      <td>越秀地产</td>\n",
       "      <td>https://www.liepin.com/job/1925631713.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8016958/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-10k·12薪</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>武汉</td>\n",
       "      <td>虹识</td>\n",
       "      <td>https://www.liepin.com/job/1923438197.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8691673/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>商业运营总监</td>\n",
       "      <td>武汉-东西湖区</td>\n",
       "      <td>博大地产</td>\n",
       "      <td>https://www.liepin.com/job/1914427251.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1852455/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>销售总监</td>\n",
       "      <td>武汉</td>\n",
       "      <td>虹识</td>\n",
       "      <td>https://www.liepin.com/job/1918956475.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8691673/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-11k·12薪</td>\n",
       "      <td>2020年04月20日</td>\n",
       "      <td>电话销售</td>\n",
       "      <td>武汉-江岸区</td>\n",
       "      <td>万仕道(北京)管理咨询有限公司华南大区</td>\n",
       "      <td>https://www.liepin.com/job/1927593055.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8388695/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-9k·12薪</td>\n",
       "      <td>2019年12月06日</td>\n",
       "      <td>招商主管</td>\n",
       "      <td>武汉</td>\n",
       "      <td>盈石中国</td>\n",
       "      <td>https://www.liepin.com/job/1919456533.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9981733/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>项目管理经理/主管</td>\n",
       "      <td>武汉</td>\n",
       "      <td>良品铺子</td>\n",
       "      <td>https://www.liepin.com/job/1927769427.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8652460/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>2-4k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>武汉-东西湖区</td>\n",
       "      <td>海昌(中国)投资有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927769379.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10118709/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>6-9k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>精益改善岗</td>\n",
       "      <td>武汉-新洲区</td>\n",
       "      <td>京东物流</td>\n",
       "      <td>https://www.liepin.com/job/1927769331.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9770323/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>海外房产销售</td>\n",
       "      <td>武汉</td>\n",
       "      <td>宜信公司</td>\n",
       "      <td>https://www.liepin.com/job/1927769227.shtml</td>\n",
       "      <td>https://www.liepin.com/company/891743/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-50k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财富管理师</td>\n",
       "      <td>武汉</td>\n",
       "      <td>宜信公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768917.shtml</td>\n",
       "      <td>https://www.liepin.com/company/891743/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>分析仪器计量销售</td>\n",
       "      <td>武汉-水果湖</td>\n",
       "      <td>武汉欣云科学仪器有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768903.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8802630/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>商务经理</td>\n",
       "      <td>武汉</td>\n",
       "      <td>湖北天高桥梁工程有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768899.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12220377/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>高级机器视觉工程师</td>\n",
       "      <td>武汉-蔡甸区</td>\n",
       "      <td>易瓦特科技股份公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768793.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8031041/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>理财师</td>\n",
       "      <td>武汉</td>\n",
       "      <td>宜信公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768755.shtml</td>\n",
       "      <td>https://www.liepin.com/company/891743/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>高级Java工程师</td>\n",
       "      <td>武汉-光谷</td>\n",
       "      <td>中电信用服务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768393.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10056743/</td>\n",
       "      <td>武汉</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>480 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      edu     经验          薪水           时间                      职称     公司地点  \\\n",
       "0   本科及以上   1-3年  15-18k·13薪  2020年04月26日                    财务主管            \n",
       "1   大专及以上   经验不限    5-8k·12薪  2020年04月26日                  信息流优化师            \n",
       "2    统招本科  5-10年          面议  2020年04月26日       运营经理/高级经理（投后管理方向）       北京   \n",
       "3   本科及以上   3-5年  10-12k·12薪  2020年04月26日            后期导演（电视综艺节目）       北京   \n",
       "4   本科及以上   3-5年  20-40k·13薪  2020年04月26日                   BI工程师       北京   \n",
       "5   本科及以上   3-5年  15-25k·13薪  2020年04月26日                  C端产品经理       北京   \n",
       "6   本科及以上  5-10年  15-20k·12薪  2020年04月26日               综艺节目制作总导演       北京   \n",
       "7   大专及以上   1-3年  40-50k·12薪  2020年04月26日                MCN短视频运营       北京   \n",
       "8   硕士及以上  5-10年          面议  2020年04月26日                 前端开发工程师            \n",
       "9    统招本科  5-10年   8-12k·12薪  2020年04月26日                    培训讲师            \n",
       "10  本科及以上   3-5年  10-15k·14薪  2020年04月26日                    财务主管            \n",
       "11  硕士及以上  5-10年          面议  2020年04月26日                    项目经理            \n",
       "12  本科及以上   1-3年  15-25k·13薪  2020年04月26日                    财务经理    北京-望京   \n",
       "13   统招本科   3-5年          面议  2020年04月26日           高级财富管理师（海归优先）    北京-燕莎   \n",
       "14  本科及以上   3-5年  18-30k·12薪  2020年04月26日                英国留学咨询顾问       北京   \n",
       "15  本科及以上  5-10年  20-30k·12薪  2020年04月26日                   建筑设计师            \n",
       "16  大专及以上   3-5年  15-20k·12薪  2020年04月26日         运营经理-短视频、电商直播方向       北京   \n",
       "17  硕士及以上   经验不限          面议  2020年04月26日     2020届应届生(新疆籍少数民族生源)       北京   \n",
       "18   统招本科   1-3年   5-10k·12薪  2020年04月26日                      会计       北京   \n",
       "19  硕士及以上   经验不限  20-50k·15薪  2020年04月26日          6G研究员, 应届生也可以投            \n",
       "20  本科及以上   3-5年  10-18k·12薪  2020年04月26日          高级媒介经理（财经媒介方向）       北京   \n",
       "21  本科及以上   3-5年    6-8k·12薪  2020年04月26日                    党务专员            \n",
       "22   统招本科   经验不限    6-8k·12薪  2020年04月26日                    基金运营            \n",
       "23   统招本科   3-5年  10-15k·13薪  2020年04月25日                  生鲜运营经理            \n",
       "24   统招本科  5-10年  40-70k·12薪  2020年04月25日  Key Account Sales Lead            \n",
       "25   统招本科  5-10年  15-25k·12薪  2020年04月25日                涂保成本合约经理       北京   \n",
       "26  本科及以上  5-10年  20-30k·12薪  2020年04月25日                  涂保技术经理       北京   \n",
       "27   统招本科   经验不限          面议  2020年04月25日                   软件工程师       北京   \n",
       "28  本科及以上   3-5年  20-50k·12薪  2020年04月25日                  渠道BD主管            \n",
       "29  大专及以上   1-3年  12-15k·12薪  2020年04月25日                   金融理财师            \n",
       "..    ...    ...         ...          ...                     ...      ...   \n",
       "10  大专及以上   1-3年  20-30k·12薪  2020年04月23日               直播后端研发工程师       武汉   \n",
       "11  大专及以上   经验不限   6-11k·12薪  2020年04月23日                    销售顾问    武汉-永清   \n",
       "12  大专及以上   3-5年  30-40k·12薪  2020年04月23日             市场拓展经理/外拓经理  武汉-东西湖区   \n",
       "13  大专及以上   3-5年   9-15k·12薪  2020年04月23日                    经营经理  武汉-东西湖区   \n",
       "14  大专及以上   1-3年    3-8k·12薪  2020年04月23日                    社群运营   武汉-洪山区   \n",
       "15   学历不限   经验不限    2-3k·12薪  2020年04月22日                     保洁员    武汉-古田   \n",
       "16   学历不限   1-3年          面议  2020年04月22日    2631CD-客户经理（城市运营，武汉）       武汉   \n",
       "17   统招本科   经验不限   7-13k·12薪  2020年04月22日                      教师   武汉-洪山区   \n",
       "18   统招本科   3-5年          面议  2020年04月22日                 招聘主管/经理   武汉-江汉区   \n",
       "19  大专及以上   3-5年  15-20k·14薪  2020年04月22日            cocos前端高级工程师   武汉-洪山区   \n",
       "20  硕士及以上   1-3年   9-13k·12薪  2020年04月22日                    党建专员       武汉   \n",
       "21  大专及以上   1-3年   7-12k·12薪  2020年04月22日               系统集成售前工程师       武汉   \n",
       "22   统招本科   3-5年    6-8k·12薪  2020年04月21日                  电商运营主管       武汉   \n",
       "23   统招本科   3-5年  10-16k·13薪  2020年04月21日                嵌入式软件工程师       武汉   \n",
       "24   统招本科   3-5年  15-27k·12薪  2020年04月21日                   安全管理岗       武汉   \n",
       "25  本科及以上   3-5年   7-10k·12薪  2020年04月21日                    产品经理       武汉   \n",
       "26  大专及以上  5-10年  15-25k·12薪  2020年04月21日                  商业运营总监  武汉-东西湖区   \n",
       "27  大专及以上  5-10年          面议  2020年04月21日                    销售总监       武汉   \n",
       "28  大专及以上   1-3年   6-11k·12薪  2020年04月20日                    电话销售   武汉-江岸区   \n",
       "29  大专及以上   3-5年    7-9k·12薪  2019年12月06日                    招商主管       武汉   \n",
       "30   统招本科   3-5年  10-15k·14薪  2020年04月26日               项目管理经理/主管       武汉   \n",
       "31  大专及以上   一年以下    2-4k·12薪  2020年04月26日                    人事专员  武汉-东西湖区   \n",
       "32  大专及以上   3-5年    6-9k·12薪  2020年04月26日                   精益改善岗   武汉-新洲区   \n",
       "33  大专及以上   3-5年  15-30k·12薪  2020年04月26日                  海外房产销售       武汉   \n",
       "34  大专及以上   3-5年  20-50k·12薪  2020年04月26日                   财富管理师       武汉   \n",
       "35  大专及以上   经验不限    6-8k·12薪  2020年04月26日                分析仪器计量销售   武汉-水果湖   \n",
       "36  本科及以上   3-5年  12-20k·12薪  2020年04月26日                    商务经理       武汉   \n",
       "37  本科及以上   3-5年  10-20k·12薪  2020年04月26日               高级机器视觉工程师   武汉-蔡甸区   \n",
       "38  大专及以上   3-5年  15-30k·12薪  2020年04月26日                     理财师       武汉   \n",
       "39  本科及以上  5-10年   8-15k·12薪  2020年04月26日               高级Java工程师    武汉-光谷   \n",
       "\n",
       "                             公司名称  \\\n",
       "0                 百多力(北京)医疗器械有限公司   \n",
       "1                            盛拓传媒   \n",
       "2           北京远旭股权投资基金管理有限公司(远洋集团   \n",
       "3                            元纯传媒   \n",
       "4                             百合网   \n",
       "5                             百合网   \n",
       "6                            元纯传媒   \n",
       "7                            元纯传媒   \n",
       "8             国汽(北京)智能网联汽车研究院有限公司   \n",
       "9                 北京大津硅藻新材料股份有限公司   \n",
       "10                       准点投资有限公司   \n",
       "11         国网智慧能源交通技术创新中心(苏州)有限公司   \n",
       "12                            百合网   \n",
       "13  中国平安人寿保险股份有限公司北京分公司朝阳亮马桥营销服务部   \n",
       "14                   北京泽西教育咨询有限公司   \n",
       "15                   北京绿宸控股集团有限公司   \n",
       "16                           元纯传媒   \n",
       "17             全国中小企业股份转让系统有限责任公司   \n",
       "18                   中证焦桐基金管理有限公司   \n",
       "19                    NEC（中国）有限公司   \n",
       "20                 北京基石传讯财经顾问有限公司   \n",
       "21                 北京首创吉润物业管理有限公司   \n",
       "22                 北京方圆金鼎投资管理有限公司   \n",
       "23                 正大食品企业(青岛)有限公司   \n",
       "24                 呀谧网络科技(上海)有限公司   \n",
       "25                           东方雨虹   \n",
       "26                           东方雨虹   \n",
       "27                           信达地产   \n",
       "28                  武汉市谨德教育科技有限公司   \n",
       "29               北京源石创世财富资产管理有限公司   \n",
       "..                            ...   \n",
       "10                     武汉速动文化有限公司   \n",
       "11            万仕道(北京)管理咨询有限公司华南大区   \n",
       "12                   浙江祥生物业服务有限公司   \n",
       "13                   浙江祥生物业服务有限公司   \n",
       "14                           尚德机构   \n",
       "15                  武汉市你家生活家居有限公司   \n",
       "16                           平安租赁   \n",
       "17                            好未来   \n",
       "18                武汉中城悦城房地产开发有限公司   \n",
       "19                     武汉虚咖科技有限公司   \n",
       "20              中汽研汽车检验中心(武汉)有限公司   \n",
       "21                 武汉百捷集团系统集成有限公司   \n",
       "22                           博大地产   \n",
       "23                             虹识   \n",
       "24                           越秀地产   \n",
       "25                             虹识   \n",
       "26                           博大地产   \n",
       "27                             虹识   \n",
       "28            万仕道(北京)管理咨询有限公司华南大区   \n",
       "29                           盈石中国   \n",
       "30                           良品铺子   \n",
       "31                   海昌(中国)投资有限公司   \n",
       "32                           京东物流   \n",
       "33                           宜信公司   \n",
       "34                           宜信公司   \n",
       "35                   武汉欣云科学仪器有限公司   \n",
       "36                   湖北天高桥梁工程有限公司   \n",
       "37                      易瓦特科技股份公司   \n",
       "38                           宜信公司   \n",
       "39                     中电信用服务有限公司   \n",
       "\n",
       "                                             链结  \\\n",
       "0   https://www.liepin.com/job/1927699055.shtml   \n",
       "1   https://www.liepin.com/job/1927688057.shtml   \n",
       "2   https://www.liepin.com/job/1927675227.shtml   \n",
       "3   https://www.liepin.com/job/1927622321.shtml   \n",
       "4   https://www.liepin.com/job/1927468011.shtml   \n",
       "5   https://www.liepin.com/job/1927349661.shtml   \n",
       "6   https://www.liepin.com/job/1926218145.shtml   \n",
       "7   https://www.liepin.com/job/1926101979.shtml   \n",
       "8   https://www.liepin.com/job/1926037471.shtml   \n",
       "9   https://www.liepin.com/job/1925862581.shtml   \n",
       "10  https://www.liepin.com/job/1925717203.shtml   \n",
       "11  https://www.liepin.com/job/1925559931.shtml   \n",
       "12  https://www.liepin.com/job/1925055847.shtml   \n",
       "13  https://www.liepin.com/job/1924453679.shtml   \n",
       "14  https://www.liepin.com/job/1923099583.shtml   \n",
       "15  https://www.liepin.com/job/1915666361.shtml   \n",
       "16  https://www.liepin.com/job/1927745583.shtml   \n",
       "17  https://www.liepin.com/job/1927478401.shtml   \n",
       "18  https://www.liepin.com/job/1925994047.shtml   \n",
       "19  https://www.liepin.com/job/1925034415.shtml   \n",
       "20  https://www.liepin.com/job/1919139483.shtml   \n",
       "21  https://www.liepin.com/job/1919129953.shtml   \n",
       "22  https://www.liepin.com/job/1917631555.shtml   \n",
       "23  https://www.liepin.com/job/1927757141.shtml   \n",
       "24  https://www.liepin.com/job/1927755447.shtml   \n",
       "25  https://www.liepin.com/job/1927712937.shtml   \n",
       "26  https://www.liepin.com/job/1927712725.shtml   \n",
       "27  https://www.liepin.com/job/1927651467.shtml   \n",
       "28  https://www.liepin.com/job/1924598353.shtml   \n",
       "29  https://www.liepin.com/job/1914577880.shtml   \n",
       "..                                          ...   \n",
       "10  https://www.liepin.com/job/1927683329.shtml   \n",
       "11  https://www.liepin.com/job/1927594175.shtml   \n",
       "12  https://www.liepin.com/job/1927697861.shtml   \n",
       "13  https://www.liepin.com/job/1927697703.shtml   \n",
       "14  https://www.liepin.com/job/1927694059.shtml   \n",
       "15  https://www.liepin.com/job/1927649555.shtml   \n",
       "16  https://www.liepin.com/job/1927544085.shtml   \n",
       "17  https://www.liepin.com/job/1925141209.shtml   \n",
       "18  https://www.liepin.com/job/1924564225.shtml   \n",
       "19  https://www.liepin.com/job/1924122657.shtml   \n",
       "20  https://www.liepin.com/job/1922083083.shtml   \n",
       "21  https://www.liepin.com/job/1915750363.shtml   \n",
       "22  https://www.liepin.com/job/1927583093.shtml   \n",
       "23  https://www.liepin.com/job/1925938739.shtml   \n",
       "24  https://www.liepin.com/job/1925631713.shtml   \n",
       "25  https://www.liepin.com/job/1923438197.shtml   \n",
       "26  https://www.liepin.com/job/1914427251.shtml   \n",
       "27  https://www.liepin.com/job/1918956475.shtml   \n",
       "28  https://www.liepin.com/job/1927593055.shtml   \n",
       "29  https://www.liepin.com/job/1919456533.shtml   \n",
       "30  https://www.liepin.com/job/1927769427.shtml   \n",
       "31  https://www.liepin.com/job/1927769379.shtml   \n",
       "32  https://www.liepin.com/job/1927769331.shtml   \n",
       "33  https://www.liepin.com/job/1927769227.shtml   \n",
       "34  https://www.liepin.com/job/1927768917.shtml   \n",
       "35  https://www.liepin.com/job/1927768903.shtml   \n",
       "36  https://www.liepin.com/job/1927768899.shtml   \n",
       "37  https://www.liepin.com/job/1927768793.shtml   \n",
       "38  https://www.liepin.com/job/1927768755.shtml   \n",
       "39  https://www.liepin.com/job/1927768393.shtml   \n",
       "\n",
       "                                       公司URL 各城市  \n",
       "0    https://www.liepin.com/company/8666566/  北京  \n",
       "1    https://www.liepin.com/company/8597194/  北京  \n",
       "2    https://www.liepin.com/company/7903807/  北京  \n",
       "3     https://www.liepin.com/company/772388/  北京  \n",
       "4   https://www.liepin.com/company/10077527/  北京  \n",
       "5   https://www.liepin.com/company/10077527/  北京  \n",
       "6     https://www.liepin.com/company/772388/  北京  \n",
       "7     https://www.liepin.com/company/772388/  北京  \n",
       "8    https://www.liepin.com/company/9532936/  北京  \n",
       "9    https://www.liepin.com/company/8054137/  北京  \n",
       "10  https://www.liepin.com/company/10030045/  北京  \n",
       "11   https://www.liepin.com/company/9867063/  北京  \n",
       "12  https://www.liepin.com/company/10077527/  北京  \n",
       "13   https://www.liepin.com/company/7977038/  北京  \n",
       "14  https://www.liepin.com/company/10168681/  北京  \n",
       "15   https://www.liepin.com/company/8017931/  北京  \n",
       "16    https://www.liepin.com/company/772388/  北京  \n",
       "17   https://www.liepin.com/company/7887934/  北京  \n",
       "18  https://www.liepin.com/company/10263715/  北京  \n",
       "19   https://www.liepin.com/company/2402810/  北京  \n",
       "20   https://www.liepin.com/company/8541632/  北京  \n",
       "21   https://www.liepin.com/company/9272883/  北京  \n",
       "22   https://www.liepin.com/company/9267628/  北京  \n",
       "23   https://www.liepin.com/company/8852429/  北京  \n",
       "24   https://www.liepin.com/company/8629524/  北京  \n",
       "25    https://www.liepin.com/company/876739/  北京  \n",
       "26    https://www.liepin.com/company/876739/  北京  \n",
       "27    https://www.liepin.com/company/402083/  北京  \n",
       "28   https://www.liepin.com/company/9723854/  北京  \n",
       "29   https://www.liepin.com/company/8916909/  北京  \n",
       "..                                       ...  ..  \n",
       "10  https://www.liepin.com/company/10284665/  武汉  \n",
       "11   https://www.liepin.com/company/8388695/  武汉  \n",
       "12   https://www.liepin.com/company/9115685/  武汉  \n",
       "13   https://www.liepin.com/company/9115685/  武汉  \n",
       "14   https://www.liepin.com/company/7891846/  武汉  \n",
       "15   https://www.liepin.com/company/9995425/  武汉  \n",
       "16   https://www.liepin.com/company/5533392/  武汉  \n",
       "17    https://www.liepin.com/company/922091/  武汉  \n",
       "18   https://www.liepin.com/company/9733701/  武汉  \n",
       "19  https://www.liepin.com/company/10194081/  武汉  \n",
       "20  https://www.liepin.com/company/10047723/  武汉  \n",
       "21   https://www.liepin.com/company/7990119/  武汉  \n",
       "22   https://www.liepin.com/company/1852455/  武汉  \n",
       "23   https://www.liepin.com/company/8691673/  武汉  \n",
       "24   https://www.liepin.com/company/8016958/  武汉  \n",
       "25   https://www.liepin.com/company/8691673/  武汉  \n",
       "26   https://www.liepin.com/company/1852455/  武汉  \n",
       "27   https://www.liepin.com/company/8691673/  武汉  \n",
       "28   https://www.liepin.com/company/8388695/  武汉  \n",
       "29   https://www.liepin.com/company/9981733/  武汉  \n",
       "30   https://www.liepin.com/company/8652460/  武汉  \n",
       "31  https://www.liepin.com/company/10118709/  武汉  \n",
       "32   https://www.liepin.com/company/9770323/  武汉  \n",
       "33    https://www.liepin.com/company/891743/  武汉  \n",
       "34    https://www.liepin.com/company/891743/  武汉  \n",
       "35   https://www.liepin.com/company/8802630/  武汉  \n",
       "36  https://www.liepin.com/company/12220377/  武汉  \n",
       "37   https://www.liepin.com/company/8031041/  武汉  \n",
       "38    https://www.liepin.com/company/891743/  武汉  \n",
       "39  https://www.liepin.com/company/10056743/  武汉  \n",
       "\n",
       "[480 rows x 10 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#多个页面\n",
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "\n",
    "城市 = list()\n",
    "for k,v in 参数_dqs_用户体验.items():\n",
    "    payload = v\n",
    "    df = requests_liepin( url, params = payload)\n",
    "    df = df.assign (各城市 = k)    \n",
    "    城市.append(df)\n",
    "\n",
    "城市_list = pd.concat(城市)\n",
    "城市_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# C-4   输出\n",
    "#df_all.to_excel(\"web_week06_liepin_各城市.xlsx\", sheet_name=\"搜查结果\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 三个变量+一个关键词的翻页爬取\n",
    "## 中国500强+互联网/电商 +20-30万 +设计师"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<Element 'a' href='/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=1'>, <Element 'a' href='/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=2'>, <Element 'a' href='/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=3'>, <Element 'a' href='/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=4'>, <Element 'a' href='/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=1'>, <Element 'a' class=('last',) href='/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=9' title='末页'>]\n",
      "{'2': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=1', '3': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=2', '4': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=3', '5': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=4', '下一页': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=1', '': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=9'}\n"
     ]
    }
   ],
   "source": [
    "url = \"https://www.liepin.com/zhaopin/?keyword=设计师\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )\n",
    "\n",
    "# A-1  xpath 解析翻页a/@href\n",
    "xpath_翻页a = '//div[@class=\"pagerbar\"]/a' # 有disabled, current等href是javascript\n",
    "xpath_翻页a = '//div[@class=\"pagerbar\"]/a[starts-with(@href,\"/zhaopin\")]'\n",
    "print (r.html.xpath(xpath_翻页a)) # 物件\n",
    "\n",
    "href_列表 = [x.xpath('//@href')[0] for x in r.html.xpath(xpath_翻页a)]\n",
    "#print (href_列表)\n",
    "\n",
    "文字_列表 = [x.text for x in r.html.xpath(xpath_翻页a)]\n",
    "#print (文字_列表)\n",
    "\n",
    "href_字典 = {x.text:x.xpath('//@href')[0]  for x in r.html.xpath(xpath_翻页a)}\n",
    "print (href_字典)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>scheme</th>\n",
       "      <th>netloc</th>\n",
       "      <th>path</th>\n",
       "      <th>params</th>\n",
       "      <th>query</th>\n",
       "      <th>fragment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=33ea30e71df2a584&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=33ea30e71df2a584&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=33ea30e71df2a584&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=33ea30e71df2a584&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=33ea30e71df2a584&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=33ea30e71df2a584&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  scheme netloc       path params  \\\n",
       "0                /zhaopin/          \n",
       "1                /zhaopin/          \n",
       "2                /zhaopin/          \n",
       "3                /zhaopin/          \n",
       "4                /zhaopin/          \n",
       "5                /zhaopin/          \n",
       "\n",
       "                                               query fragment  \n",
       "0  init=-1&headckid=33ea30e71df2a584&fromSearchBt...           \n",
       "1  init=-1&headckid=33ea30e71df2a584&fromSearchBt...           \n",
       "2  init=-1&headckid=33ea30e71df2a584&fromSearchBt...           \n",
       "3  init=-1&headckid=33ea30e71df2a584&fromSearchBt...           \n",
       "4  init=-1&headckid=33ea30e71df2a584&fromSearchBt...           \n",
       "5  init=-1&headckid=33ea30e71df2a584&fromSearchBt...           "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scheme      1\n",
      "netloc      1\n",
      "path        1\n",
      "params      1\n",
      "query       5\n",
      "fragment    1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ckid</th>\n",
       "      <th>curPage</th>\n",
       "      <th>d_ckId</th>\n",
       "      <th>d_curPage</th>\n",
       "      <th>d_headId</th>\n",
       "      <th>d_pageSize</th>\n",
       "      <th>d_sfrom</th>\n",
       "      <th>fromSearchBtn</th>\n",
       "      <th>headckid</th>\n",
       "      <th>init</th>\n",
       "      <th>keyword</th>\n",
       "      <th>siTag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33ea30e71df2a584°radeFlag=0</td>\n",
       "      <td>1</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>0</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>33ea30e71df2a584</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计师</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>33ea30e71df2a584°radeFlag=0</td>\n",
       "      <td>2</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>0</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>33ea30e71df2a584</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计师</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>33ea30e71df2a584°radeFlag=0</td>\n",
       "      <td>3</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>0</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>33ea30e71df2a584</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计师</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33ea30e71df2a584°radeFlag=0</td>\n",
       "      <td>4</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>0</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>33ea30e71df2a584</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计师</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>33ea30e71df2a584°radeFlag=0</td>\n",
       "      <td>1</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>0</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>33ea30e71df2a584</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计师</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>33ea30e71df2a584°radeFlag=0</td>\n",
       "      <td>9</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>0</td>\n",
       "      <td>c93c103e98e42ce1ab5f21ef27df6578</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>33ea30e71df2a584</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计师</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          ckid curPage                            d_ckId  \\\n",
       "0  33ea30e71df2a584°radeFlag=0       1  c93c103e98e42ce1ab5f21ef27df6578   \n",
       "1  33ea30e71df2a584°radeFlag=0       2  c93c103e98e42ce1ab5f21ef27df6578   \n",
       "2  33ea30e71df2a584°radeFlag=0       3  c93c103e98e42ce1ab5f21ef27df6578   \n",
       "3  33ea30e71df2a584°radeFlag=0       4  c93c103e98e42ce1ab5f21ef27df6578   \n",
       "4  33ea30e71df2a584°radeFlag=0       1  c93c103e98e42ce1ab5f21ef27df6578   \n",
       "5  33ea30e71df2a584°radeFlag=0       9  c93c103e98e42ce1ab5f21ef27df6578   \n",
       "\n",
       "  d_curPage                          d_headId d_pageSize         d_sfrom  \\\n",
       "0         0  c93c103e98e42ce1ab5f21ef27df6578         40  search_unknown   \n",
       "1         0  c93c103e98e42ce1ab5f21ef27df6578         40  search_unknown   \n",
       "2         0  c93c103e98e42ce1ab5f21ef27df6578         40  search_unknown   \n",
       "3         0  c93c103e98e42ce1ab5f21ef27df6578         40  search_unknown   \n",
       "4         0  c93c103e98e42ce1ab5f21ef27df6578         40  search_unknown   \n",
       "5         0  c93c103e98e42ce1ab5f21ef27df6578         40  search_unknown   \n",
       "\n",
       "  fromSearchBtn          headckid init keyword  \\\n",
       "0             2  33ea30e71df2a584   -1     设计师   \n",
       "1             2  33ea30e71df2a584   -1     设计师   \n",
       "2             2  33ea30e71df2a584   -1     设计师   \n",
       "3             2  33ea30e71df2a584   -1     设计师   \n",
       "4             2  33ea30e71df2a584   -1     设计师   \n",
       "5             2  33ea30e71df2a584   -1     设计师   \n",
       "\n",
       "                                           siTag  \n",
       "0  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw  \n",
       "1  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw  \n",
       "2  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw  \n",
       "3  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw  \n",
       "4  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw  \n",
       "5  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ckid             1\n",
      "curPage          5\n",
      "d_ckId           1\n",
      "d_curPage        1\n",
      "d_headId         1\n",
      "d_pageSize       1\n",
      "d_sfrom          1\n",
      "fromSearchBtn    1\n",
      "headckid         1\n",
      "init             1\n",
      "keyword          1\n",
      "siTag            1\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# A-2 建构参数模板：找到关键参数及参数结构\n",
    "\n",
    "# 需要模组库\n",
    "from urllib.parse import urlparse, parse_qs\n",
    "import pandas as pd\n",
    "from IPython.display import display, HTML\n",
    "\n",
    "# 总体目标：输入 href_列表, 建构出参数字典\n",
    "\n",
    "# urlparse 解析后丢入数据框\n",
    "df = pd.DataFrame([ urlparse(x) for x in href_列表])\n",
    "df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "\n",
    "display(df)\n",
    "print(df.nunique())\n",
    "display(df_qs)\n",
    "print(df_qs.nunique())\n",
    "\n",
    "df_qs.curPage\n",
    "df_qs = df_qs.assign (curPage_int=df_qs.curPage.astype(int)) # 变成整数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'init': ['-1'], 'headckid': ['33ea30e71df2a584'], 'fromSearchBtn': ['2'], 'keyword': ['设计师'], 'ckid': ['33ea30e71df2a584°radeFlag=0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['c93c103e98e42ce1ab5f21ef27df6578'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['c93c103e98e42ce1ab5f21ef27df6578'], 'curPage': ['1']}\n",
      "{'2': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=1', '3': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=2', '4': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=3', '5': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=4', '下一页': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=1', '': '/zhaopin/?init=-1&headckid=33ea30e71df2a584&fromSearchBtn=2&keyword=%E8%AE%BE%E8%AE%A1%E5%B8%88&ckid=33ea30e71df2a584°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=c93c103e98e42ce1ab5f21ef27df6578&d_curPage=0&d_pageSize=40&d_headId=c93c103e98e42ce1ab5f21ef27df6578&curPage=9'}\n"
     ]
    }
   ],
   "source": [
    "# A-2 建构参数模板：找到关键参数及参数结构\n",
    "\n",
    "def parse_url_qs_for_curPage (url):\n",
    "    six_parts = urlparse(url) \n",
    "    out = parse_qs(six_parts.query)\n",
    "    return (out)\n",
    "\n",
    "# 取一例做模板\n",
    "参数模板 = parse_url_qs_for_curPage(href_列表[0])\n",
    "print (参数模板)\n",
    "\n",
    "print (href_字典)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "9\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{0: {'init': ['-1'],\n",
       "  'headckid': ['33ea30e71df2a584'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'keyword': ['设计师'],\n",
       "  'ckid': ['33ea30e71df2a584°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'curPage': [0]},\n",
       " 1: {'init': ['-1'],\n",
       "  'headckid': ['33ea30e71df2a584'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'keyword': ['设计师'],\n",
       "  'ckid': ['33ea30e71df2a584°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'curPage': [1]},\n",
       " 2: {'init': ['-1'],\n",
       "  'headckid': ['33ea30e71df2a584'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'keyword': ['设计师'],\n",
       "  'ckid': ['33ea30e71df2a584°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'curPage': [2]},\n",
       " 3: {'init': ['-1'],\n",
       "  'headckid': ['33ea30e71df2a584'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'keyword': ['设计师'],\n",
       "  'ckid': ['33ea30e71df2a584°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'curPage': [3]},\n",
       " 4: {'init': ['-1'],\n",
       "  'headckid': ['33ea30e71df2a584'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'keyword': ['设计师'],\n",
       "  'ckid': ['33ea30e71df2a584°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'curPage': [4]},\n",
       " 5: {'init': ['-1'],\n",
       "  'headckid': ['33ea30e71df2a584'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'keyword': ['设计师'],\n",
       "  'ckid': ['33ea30e71df2a584°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'curPage': [5]},\n",
       " 6: {'init': ['-1'],\n",
       "  'headckid': ['33ea30e71df2a584'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'keyword': ['设计师'],\n",
       "  'ckid': ['33ea30e71df2a584°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'curPage': [6]},\n",
       " 7: {'init': ['-1'],\n",
       "  'headckid': ['33ea30e71df2a584'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'keyword': ['设计师'],\n",
       "  'ckid': ['33ea30e71df2a584°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'curPage': [7]},\n",
       " 8: {'init': ['-1'],\n",
       "  'headckid': ['33ea30e71df2a584'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'keyword': ['设计师'],\n",
       "  'ckid': ['33ea30e71df2a584°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'curPage': [8]},\n",
       " 9: {'init': ['-1'],\n",
       "  'headckid': ['33ea30e71df2a584'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'keyword': ['设计师'],\n",
       "  'ckid': ['33ea30e71df2a584°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['c93c103e98e42ce1ab5f21ef27df6578'],\n",
       "  'curPage': [9]}}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-3 建构参数模板生成器：keyword curPage\n",
    "def 参数模板生成(keyword, curPage):\n",
    "    参数 = 参数模板.copy()\n",
    "    参数['curPage'] = curPage\n",
    "    参数['keyword'] = keyword\n",
    "    return (参数)\n",
    "\n",
    "参数_keyword_设计师_curPage = { \n",
    "    i:参数模板生成(curPage = [i], \\\n",
    "                  keyword = ['设计师']) \\\n",
    "    for i,v in href_字典.items()\\\n",
    "    }\n",
    "\n",
    "# print(参数_keyword_用户体验_curPage) # 只生成本页有的额外翻页URL, 并没有推估到&curPage=9,也没有这页\n",
    "\n",
    "print (df_qs.curPage_int.min()) # 最小值只有1\n",
    "print (df_qs.curPage_int.max()) # 最大值只有9\n",
    "\n",
    "# 应该是 0 (本页)....9(最大值)\n",
    "\n",
    "参数_keyword_设计师_curPage = { \n",
    "    i:参数模板生成(curPage = [i], \\\n",
    "                  keyword = ['设计师']) \\\n",
    "    for i in range(0,df_qs.curPage_int.max()+1)\\\n",
    "    }\n",
    "参数_keyword_设计师_curPage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from requests_html import HTMLSession\n",
    "url_翻页='https://www.liepin.com/zhaopin/?isAnalysis=&dqs=&pubTime=&salary=20$30&subIndustry=&industryType=industry_01&compscale=&key=%E8%AE%BE%E8%AE%A1%E5%B8%88&init=-1&searchType=1&headckid=68337a19cf39c951&flushckid=1&compkind=&fromSearchBtn=2&compTag=155&sortFlag=15&ckid=d38d7887db8a7fcf&jobKind=&industries=040&clean_condition=&siTag=tTMEwUZsCB9msYFzE9fX5Q%7EQn-5_jYCO3W-9_0qhuKpHQ&d_sfrom=search_prime&d_ckId=e48e471e10307ae5f24672e2c65edf9a&d_curPage=0&d_pageSize=40&d_headId=e48e471e10307ae5f24672e2c65edf9a'\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "def requests_liepin( url, params):\n",
    "    r = session.get( url , params = payload)\n",
    "\n",
    "    # 先取特定元素, 精准打击其子后辈\n",
    "    主要元素 = r.html.xpath( '//ul[@class=\"sojob-list\"]/li')\n",
    "\n",
    "    # 作为xpath字典，键为我要抓的牛肉名称，值为xpath\n",
    "    dict_xpaths={ \n",
    "        'text': {\n",
    "            'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "            '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "            '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "            '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "            '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "            '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        },\n",
    "        'text_content': {\n",
    "        },\n",
    "        'href': {\n",
    "            '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        }\n",
    "    }\n",
    "\n",
    "    def get_e_text_content(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_text(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_href(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "                   if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "                   else \"\" for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    # 只对主要元素下进行.xpath取值\n",
    "    数据字典 = dict()\n",
    "\n",
    "    数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "    数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "    数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "    #数据.to_excel(\"20春_Web数据挖掘_week03_liepin.xlsx\", sheet_name=\"搜查结果\")\n",
    "    return (数据)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 1min 3s\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>edu</th>\n",
       "      <th>经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>时间</th>\n",
       "      <th>职称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>序</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>咨询顾问</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767341.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>质量PQE工程师</td>\n",
       "      <td>珠海-香洲区</td>\n",
       "      <td>英搏尔</td>\n",
       "      <td>https://www.liepin.com/job/1927766961.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9557666/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>质量PQE主管</td>\n",
       "      <td>珠海-香洲区</td>\n",
       "      <td>英搏尔</td>\n",
       "      <td>https://www.liepin.com/job/1927766881.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9557666/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>质量SQE工程师</td>\n",
       "      <td>珠海-香洲区</td>\n",
       "      <td>英搏尔</td>\n",
       "      <td>https://www.liepin.com/job/1927766799.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9557666/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>技术员，DMT&amp;MB实验室</td>\n",
       "      <td>上海-张江</td>\n",
       "      <td>罗氏制药</td>\n",
       "      <td>https://www.liepin.com/job/1927766269.shtml</td>\n",
       "      <td>https://www.liepin.com/company/916012/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>后勤总监</td>\n",
       "      <td>郑州</td>\n",
       "      <td>河南保税物流</td>\n",
       "      <td>https://www.liepin.com/job/1927765945.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8860911/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>客户专员</td>\n",
       "      <td>上海-杨浦区</td>\n",
       "      <td>京创智汇(上海)物流科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927765811.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10054581/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>12-16k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>模具项目工程师</td>\n",
       "      <td></td>\n",
       "      <td>滁州市博康模具塑料有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927764739.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8593126/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电商天猫京东运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927760887.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>模具设计工程师（密封-新能源）</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>国机智能</td>\n",
       "      <td>https://www.liepin.com/job/1927749185.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8942684/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>客服主管</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>泽金金服</td>\n",
       "      <td>https://www.liepin.com/job/1927746007.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8787574/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>5-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>光电顾问</td>\n",
       "      <td>南京-江宁区</td>\n",
       "      <td>江苏灵美东方医院管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927739435.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10030447/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>总账会计</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>HKC</td>\n",
       "      <td>https://www.liepin.com/job/1927733447.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8795947/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-18k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>成本副经理/主管</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>鸿利光电</td>\n",
       "      <td>https://www.liepin.com/job/1927727601.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2246346/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>店铺店长</td>\n",
       "      <td>上海-杨浦区</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927726909.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>薪酬绩效专家</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927726751.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-7k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>SQE(IQC)</td>\n",
       "      <td>上海-泗泾</td>\n",
       "      <td>康思立达(上海)汽车科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927722755.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9459889/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>销售人力资源部总监</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927710481.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>投资拓展经理</td>\n",
       "      <td>惠州</td>\n",
       "      <td>太东集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927709741.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9113168/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>超声波相控阵仪器研发工程师</td>\n",
       "      <td>合肥-高新区</td>\n",
       "      <td>超科电子</td>\n",
       "      <td>https://www.liepin.com/job/1927707067.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8784434/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>生产主管</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>上海微创心通医疗科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927706945.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9494398/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>13-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>大区经理-总监（OTC业务部）</td>\n",
       "      <td>郑州</td>\n",
       "      <td>海南泰迪医药有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927703307.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9328149/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-18k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务主管</td>\n",
       "      <td></td>\n",
       "      <td>百多力(北京)医疗器械有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927699055.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8666566/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>5-7k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>精密空调维修工程师</td>\n",
       "      <td>上海</td>\n",
       "      <td>上海嘉苑捷联电子设备安装工程有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927697681.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7865077/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务总监/CFO</td>\n",
       "      <td>青岛-中韩</td>\n",
       "      <td>青岛博厚医疗管理股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927692867.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9577989/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-28k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>政务售前工程师</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>创能科技</td>\n",
       "      <td>https://www.liepin.com/job/1927692139.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7992349/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域销售总监/经理</td>\n",
       "      <td>太原-坞城</td>\n",
       "      <td>优网科技</td>\n",
       "      <td>https://www.liepin.com/job/1927690093.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7896274/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>信息流优化师</td>\n",
       "      <td></td>\n",
       "      <td>盛拓传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927688057.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8597194/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电子工程师</td>\n",
       "      <td>温州-乐清</td>\n",
       "      <td>欣灵电气股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927687575.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9497995/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>7-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>放射卫生检测与评价工程师</td>\n",
       "      <td>东莞</td>\n",
       "      <td>广东中润检测技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927685611.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12182001/</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>10</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>上海区域总监</td>\n",
       "      <td>上海-中山公园</td>\n",
       "      <td>创富融资租赁(上海)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927734573.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7854759/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>11</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>强电工程师</td>\n",
       "      <td>南通-港闸区</td>\n",
       "      <td>河北秦淮数据有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927734455.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9724093/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>12</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>7-12k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>嵌入式软件研发工程师</td>\n",
       "      <td>南京</td>\n",
       "      <td>江苏无线电厂有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927734049.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7966062/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>13</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-40k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>技术中心工程师</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>中国建筑第二工程局有限公司上海分公司</td>\n",
       "      <td>https://www.liepin.com/job/1927732975.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7861332/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>14</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>润滑油销售员</td>\n",
       "      <td>盐城</td>\n",
       "      <td>上海泰利德化学有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927732851.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8274532/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>15</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-12k·16薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>物流项目管理工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京北汽李尔汽车系统有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927732791.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1010274/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>16</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>完稿师</td>\n",
       "      <td>上海-黄浦区</td>\n",
       "      <td>上海盛鸪广告有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927732713.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9096209/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>17</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>媒体舆情总监/经理-融创青岛(J53249)</td>\n",
       "      <td>青岛</td>\n",
       "      <td>融创（青岛）置地有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927732201.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9401167/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>18</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>韩国市场游戏运营</td>\n",
       "      <td></td>\n",
       "      <td>乐元素</td>\n",
       "      <td>https://www.liepin.com/job/1927730139.shtml</td>\n",
       "      <td>https://www.liepin.com/company/951672/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>19</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>集成经理</td>\n",
       "      <td>郑州-金水区</td>\n",
       "      <td>湖北普罗劳格科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927729543.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10120191/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>20</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>12-15k·19薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>建筑设计经理</td>\n",
       "      <td>南通-崇川区</td>\n",
       "      <td>南通成茂地产开发有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927729265.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9806851/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>21</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>绩效考核经理</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>宝能百货零售有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927729055.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9204313/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>22</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>薪酬福利经理</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>宝能百货零售有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927728997.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9204313/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>23</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>22-25k·18薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>战略规划部长</td>\n",
       "      <td>北京</td>\n",
       "      <td>蓝谷智慧(北京)能源科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927728923.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8964691/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>24</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>财务总监</td>\n",
       "      <td>廊坊-霸州</td>\n",
       "      <td>北京车讯互联网股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927727833.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2431992/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>25</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>电商主播</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>广州朋客网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927727703.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9628428/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>26</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>人事部经理</td>\n",
       "      <td>合肥</td>\n",
       "      <td>安徽伟创商业运营管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927727505.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10082907/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>27</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>全民K歌Android开发工程师</td>\n",
       "      <td></td>\n",
       "      <td>腾讯音乐娱乐集团</td>\n",
       "      <td>https://www.liepin.com/job/1927726831.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9919803/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>28</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>大客户开发经理（上海、北京、深圳）</td>\n",
       "      <td>上海-龙华</td>\n",
       "      <td>江苏新嘉理生态环境材料股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927726191.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8839979/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>29</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>大客户经理</td>\n",
       "      <td></td>\n",
       "      <td>北京紫禁城漆业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927726007.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8065642/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>30</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-35k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>大数据开发工程师</td>\n",
       "      <td>北京-望京</td>\n",
       "      <td>嘉华丽康</td>\n",
       "      <td>https://www.liepin.com/job/1927725999.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8077798/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>31</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-8k·13薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>费用会计</td>\n",
       "      <td>苏州</td>\n",
       "      <td>裕景泰</td>\n",
       "      <td>https://www.liepin.com/job/1927724667.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8684616/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>32</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>呼叫中心运营高级经理</td>\n",
       "      <td>上海-五角场</td>\n",
       "      <td>新东方教育科技集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927724097.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2485876/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>33</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>医药代表 （长沙）(J10447)</td>\n",
       "      <td>长沙</td>\n",
       "      <td>贝达药业</td>\n",
       "      <td>https://www.liepin.com/job/1927723439.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8206410/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>34</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>ERP 顾问</td>\n",
       "      <td>杭州-江干区</td>\n",
       "      <td>安歌思(上海)塑料制品有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927722423.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9411064/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>35</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>工业品KA经理(江、浙、沪）</td>\n",
       "      <td>北京</td>\n",
       "      <td>恩基凯铁路设备(北京)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927722413.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10031533/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>36</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>投资总监</td>\n",
       "      <td>无锡</td>\n",
       "      <td>江苏民营投资控股有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927722245.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9162347/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>37</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-25k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>资产管理部副经理（工程造价）</td>\n",
       "      <td>上海-七浦路</td>\n",
       "      <td>上海新工联(集团)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927722061.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8278525/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>38</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>ERP项目经理</td>\n",
       "      <td>天津-东丽区</td>\n",
       "      <td>天津市精美伟业集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927721925.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9614403/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>39</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>律师（青海）</td>\n",
       "      <td>海东</td>\n",
       "      <td>天瑞集团</td>\n",
       "      <td>https://www.liepin.com/job/1927721427.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8946384/</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index    edu     经验          薪水           时间                      职称  \\\n",
       "序                                                                           \n",
       "0        0   统招本科   1-3年   8-20k·12薪  2020年04月26日                    咨询顾问   \n",
       "1        1  大专及以上   3-5年   8-12k·12薪  2020年04月26日                质量PQE工程师   \n",
       "2        2  大专及以上   3-5年   8-15k·12薪  2020年04月26日                 质量PQE主管   \n",
       "3        3  大专及以上   3-5年   7-15k·12薪  2020年04月26日                质量SQE工程师   \n",
       "4        4   学历不限   1-3年          面议  2020年04月26日           技术员，DMT&MB实验室   \n",
       "5        5  本科及以上  5-10年  10-15k·12薪  2020年04月26日                    后勤总监   \n",
       "6        6  大专及以上   经验不限    5-7k·13薪  2020年04月26日                    客户专员   \n",
       "7        7  大专及以上  5-10年  12-16k·12薪  2020年04月26日                 模具项目工程师   \n",
       "8        8  大专及以上   3-5年  15-30k·12薪  2020年04月26日                电商天猫京东运营   \n",
       "9        9  大专及以上   1-3年   6-15k·12薪  2020年04月26日         模具设计工程师（密封-新能源）   \n",
       "10      10  本科及以上   3-5年  10-20k·13薪  2020年04月26日                    客服主管   \n",
       "11      11   学历不限   1-3年   5-12k·12薪  2020年04月26日                    光电顾问   \n",
       "12      12  本科及以上   1-3年   6-10k·12薪  2020年04月26日                    总账会计   \n",
       "13      13  本科及以上  5-10年  10-18k·15薪  2020年04月26日                成本副经理/主管   \n",
       "14      14  大专及以上   1-3年  10-15k·12薪  2020年04月26日                    店铺店长   \n",
       "15      15   统招本科  5-10年          面议  2020年04月26日                  薪酬绩效专家   \n",
       "16      16  本科及以上   1-3年    6-7k·12薪  2020年04月26日                SQE(IQC)   \n",
       "17      17   统招本科  5-10年          面议  2020年04月26日               销售人力资源部总监   \n",
       "18      18  大专及以上  5-10年          面议  2020年04月26日                  投资拓展经理   \n",
       "19      19  本科及以上   3-5年          面议  2020年04月26日           超声波相控阵仪器研发工程师   \n",
       "20      20  大专及以上   3-5年          面议  2020年04月26日                    生产主管   \n",
       "21      21  大专及以上  5-10年  13-20k·12薪  2020年04月26日         大区经理-总监（OTC业务部）   \n",
       "22      22  本科及以上   1-3年  15-18k·13薪  2020年04月26日                    财务主管   \n",
       "23      23  大专及以上   1-3年    5-7k·12薪  2020年04月26日               精密空调维修工程师   \n",
       "24      24   统招本科  10年以上          面议  2020年04月26日                财务总监/CFO   \n",
       "25      25  本科及以上  5-10年  18-28k·12薪  2020年04月26日                 政务售前工程师   \n",
       "26      26  大专及以上   3-5年          面议  2020年04月26日               区域销售总监/经理   \n",
       "27      27  大专及以上   经验不限    5-8k·12薪  2020年04月26日                  信息流优化师   \n",
       "28      28  大专及以上  5-10年  10-20k·12薪  2020年04月26日                   电子工程师   \n",
       "29      29  本科及以上   1-3年   7-12k·12薪  2020年04月26日            放射卫生检测与评价工程师   \n",
       "..     ...    ...    ...         ...          ...                     ...   \n",
       "370     10  大专及以上   3-5年          面议  2020年04月24日                  上海区域总监   \n",
       "371     11  大专及以上   3-5年          面议  2020年04月24日                   强电工程师   \n",
       "372     12  本科及以上   经验不限   7-12k·12薪  2020年04月24日              嵌入式软件研发工程师   \n",
       "373     13  本科及以上   3-5年  25-40k·12薪  2020年04月24日                 技术中心工程师   \n",
       "374     14  大专及以上   经验不限   5-10k·12薪  2020年04月24日                  润滑油销售员   \n",
       "375     15  本科及以上   3-5年   8-12k·16薪  2020年04月24日               物流项目管理工程师   \n",
       "376     16  大专及以上   3-5年   8-15k·12薪  2020年04月24日                     完稿师   \n",
       "377     17   统招本科  5-10年  20-30k·12薪  2020年04月24日  媒体舆情总监/经理-融创青岛(J53249)   \n",
       "378     18   统招本科   3-5年          面议  2020年04月24日                韩国市场游戏运营   \n",
       "379     19  大专及以上   3-5年   8-10k·12薪  2020年04月24日                    集成经理   \n",
       "380     20   统招本科  5-10年  12-15k·19薪  2020年04月24日                  建筑设计经理   \n",
       "381     21   统招本科  5-10年          面议  2020年04月24日                  绩效考核经理   \n",
       "382     22   统招本科  5-10年          面议  2020年04月24日                  薪酬福利经理   \n",
       "383     23  本科及以上  10年以上  22-25k·18薪  2020年04月24日                  战略规划部长   \n",
       "384     24  大专及以上   经验不限          面议  2020年04月24日                    财务总监   \n",
       "385     25  大专及以上   1-3年    5-8k·12薪  2020年04月24日                    电商主播   \n",
       "386     26  本科及以上  5-10年    5-8k·12薪  2020年04月24日                   人事部经理   \n",
       "387     27   统招本科   3-5年          面议  2020年04月24日        全民K歌Android开发工程师   \n",
       "388     28  大专及以上   3-5年          面议  2020年04月24日       大客户开发经理（上海、北京、深圳）   \n",
       "389     29  大专及以上   3-5年          面议  2020年04月24日                   大客户经理   \n",
       "390     30  本科及以上   3-5年  25-35k·12薪  2020年04月24日                大数据开发工程师   \n",
       "391     31  本科及以上   1-3年    6-8k·13薪  2020年04月24日                    费用会计   \n",
       "392     32  大专及以上  5-10年  15-20k·12薪  2020年04月24日              呼叫中心运营高级经理   \n",
       "393     33  大专及以上   3-5年  15-25k·12薪  2020年04月24日       医药代表 （长沙）(J10447)   \n",
       "394     34  本科及以上  5-10年  15-20k·12薪  2020年04月24日                  ERP 顾问   \n",
       "395     35  大专及以上   3-5年  10-15k·12薪  2020年04月24日          工业品KA经理(江、浙、沪）   \n",
       "396     36   统招本科  10年以上          面议  2020年04月24日                    投资总监   \n",
       "397     37  本科及以上  5-10年  20-25k·12薪  2020年04月24日          资产管理部副经理（工程造价）   \n",
       "398     38  本科及以上   1-3年          面议  2020年04月24日                 ERP项目经理   \n",
       "399     39   学历不限  5-10年          面议  2020年04月24日                  律师（青海）   \n",
       "\n",
       "        公司地点                公司名称                                           链结  \\\n",
       "序                                                                               \n",
       "0     上海-青浦区         上海爱湃斯科技有限公司  https://www.liepin.com/job/1927767341.shtml   \n",
       "1     珠海-香洲区                 英搏尔  https://www.liepin.com/job/1927766961.shtml   \n",
       "2     珠海-香洲区                 英搏尔  https://www.liepin.com/job/1927766881.shtml   \n",
       "3     珠海-香洲区                 英搏尔  https://www.liepin.com/job/1927766799.shtml   \n",
       "4      上海-张江                罗氏制药  https://www.liepin.com/job/1927766269.shtml   \n",
       "5         郑州              河南保税物流  https://www.liepin.com/job/1927765945.shtml   \n",
       "6     上海-杨浦区    京创智汇(上海)物流科技有限公司  https://www.liepin.com/job/1927765811.shtml   \n",
       "7                  滁州市博康模具塑料有限公司  https://www.liepin.com/job/1927764739.shtml   \n",
       "8      杭州-南苑        北京海纳世纪科技有限公司  https://www.liepin.com/job/1927760887.shtml   \n",
       "9     广州-黄埔区                国机智能  https://www.liepin.com/job/1927749185.shtml   \n",
       "10    深圳-南山区                泽金金服  https://www.liepin.com/job/1927746007.shtml   \n",
       "11    南京-江宁区      江苏灵美东方医院管理有限公司  https://www.liepin.com/job/1927739435.shtml   \n",
       "12    深圳-宝安区                 HKC  https://www.liepin.com/job/1927733447.shtml   \n",
       "13    广州-花都区                鸿利光电  https://www.liepin.com/job/1927727601.shtml   \n",
       "14    上海-杨浦区                 百合网  https://www.liepin.com/job/1927726909.shtml   \n",
       "15        杭州                农夫山泉  https://www.liepin.com/job/1927726751.shtml   \n",
       "16     上海-泗泾    康思立达(上海)汽车科技有限公司  https://www.liepin.com/job/1927722755.shtml   \n",
       "17        杭州                农夫山泉  https://www.liepin.com/job/1927710481.shtml   \n",
       "18        惠州            太东集团有限公司  https://www.liepin.com/job/1927709741.shtml   \n",
       "19    合肥-高新区                超科电子  https://www.liepin.com/job/1927707067.shtml   \n",
       "20   上海-浦东新区      上海微创心通医疗科技有限公司  https://www.liepin.com/job/1927706945.shtml   \n",
       "21        郑州          海南泰迪医药有限公司  https://www.liepin.com/job/1927703307.shtml   \n",
       "22               百多力(北京)医疗器械有限公司  https://www.liepin.com/job/1927699055.shtml   \n",
       "23        上海  上海嘉苑捷联电子设备安装工程有限公司  https://www.liepin.com/job/1927697681.shtml   \n",
       "24     青岛-中韩      青岛博厚医疗管理股份有限公司  https://www.liepin.com/job/1927692867.shtml   \n",
       "25    广州-天河区                创能科技  https://www.liepin.com/job/1927692139.shtml   \n",
       "26     太原-坞城                优网科技  https://www.liepin.com/job/1927690093.shtml   \n",
       "27                          盛拓传媒  https://www.liepin.com/job/1927688057.shtml   \n",
       "28     温州-乐清          欣灵电气股份有限公司  https://www.liepin.com/job/1927687575.shtml   \n",
       "29        东莞        广东中润检测技术有限公司  https://www.liepin.com/job/1927685611.shtml   \n",
       "..       ...                 ...                                          ...   \n",
       "370  上海-中山公园      创富融资租赁(上海)有限公司  https://www.liepin.com/job/1927734573.shtml   \n",
       "371   南通-港闸区          河北秦淮数据有限公司  https://www.liepin.com/job/1927734455.shtml   \n",
       "372       南京          江苏无线电厂有限公司  https://www.liepin.com/job/1927734049.shtml   \n",
       "373  上海-浦东新区  中国建筑第二工程局有限公司上海分公司  https://www.liepin.com/job/1927732975.shtml   \n",
       "374       盐城         上海泰利德化学有限公司  https://www.liepin.com/job/1927732851.shtml   \n",
       "375       北京      北京北汽李尔汽车系统有限公司  https://www.liepin.com/job/1927732791.shtml   \n",
       "376   上海-黄浦区          上海盛鸪广告有限公司  https://www.liepin.com/job/1927732713.shtml   \n",
       "377       青岛        融创（青岛）置地有限公司  https://www.liepin.com/job/1927732201.shtml   \n",
       "378                          乐元素  https://www.liepin.com/job/1927730139.shtml   \n",
       "379   郑州-金水区      湖北普罗劳格科技股份有限公司  https://www.liepin.com/job/1927729543.shtml   \n",
       "380   南通-崇川区        南通成茂地产开发有限公司  https://www.liepin.com/job/1927729265.shtml   \n",
       "381   深圳-龙华区          宝能百货零售有限公司  https://www.liepin.com/job/1927729055.shtml   \n",
       "382   深圳-龙华区          宝能百货零售有限公司  https://www.liepin.com/job/1927728997.shtml   \n",
       "383       北京    蓝谷智慧(北京)能源科技有限公司  https://www.liepin.com/job/1927728923.shtml   \n",
       "384    廊坊-霸州       北京车讯互联网股份有限公司  https://www.liepin.com/job/1927727833.shtml   \n",
       "385   广州-海珠区        广州朋客网络科技有限公司  https://www.liepin.com/job/1927727703.shtml   \n",
       "386       合肥      安徽伟创商业运营管理有限公司  https://www.liepin.com/job/1927727505.shtml   \n",
       "387                     腾讯音乐娱乐集团  https://www.liepin.com/job/1927726831.shtml   \n",
       "388    上海-龙华   江苏新嘉理生态环境材料股份有限公司  https://www.liepin.com/job/1927726191.shtml   \n",
       "389                  北京紫禁城漆业有限公司  https://www.liepin.com/job/1927726007.shtml   \n",
       "390    北京-望京                嘉华丽康  https://www.liepin.com/job/1927725999.shtml   \n",
       "391       苏州                 裕景泰  https://www.liepin.com/job/1927724667.shtml   \n",
       "392   上海-五角场       新东方教育科技集团有限公司  https://www.liepin.com/job/1927724097.shtml   \n",
       "393       长沙                贝达药业  https://www.liepin.com/job/1927723439.shtml   \n",
       "394   杭州-江干区     安歌思(上海)塑料制品有限公司  https://www.liepin.com/job/1927722423.shtml   \n",
       "395       北京     恩基凯铁路设备(北京)有限公司  https://www.liepin.com/job/1927722413.shtml   \n",
       "396       无锡        江苏民营投资控股有限公司  https://www.liepin.com/job/1927722245.shtml   \n",
       "397   上海-七浦路       上海新工联(集团)有限公司  https://www.liepin.com/job/1927722061.shtml   \n",
       "398   天津-东丽区       天津市精美伟业集团有限公司  https://www.liepin.com/job/1927721925.shtml   \n",
       "399       海东                天瑞集团  https://www.liepin.com/job/1927721427.shtml   \n",
       "\n",
       "                                        公司URL  curPage  \n",
       "序                                                       \n",
       "0    https://www.liepin.com/company/10006015/        0  \n",
       "1     https://www.liepin.com/company/9557666/        0  \n",
       "2     https://www.liepin.com/company/9557666/        0  \n",
       "3     https://www.liepin.com/company/9557666/        0  \n",
       "4      https://www.liepin.com/company/916012/        0  \n",
       "5     https://www.liepin.com/company/8860911/        0  \n",
       "6    https://www.liepin.com/company/10054581/        0  \n",
       "7     https://www.liepin.com/company/8593126/        0  \n",
       "8     https://www.liepin.com/company/9215228/        0  \n",
       "9     https://www.liepin.com/company/8942684/        0  \n",
       "10    https://www.liepin.com/company/8787574/        0  \n",
       "11   https://www.liepin.com/company/10030447/        0  \n",
       "12    https://www.liepin.com/company/8795947/        0  \n",
       "13    https://www.liepin.com/company/2246346/        0  \n",
       "14   https://www.liepin.com/company/10077527/        0  \n",
       "15    https://www.liepin.com/company/2868477/        0  \n",
       "16    https://www.liepin.com/company/9459889/        0  \n",
       "17    https://www.liepin.com/company/2868477/        0  \n",
       "18    https://www.liepin.com/company/9113168/        0  \n",
       "19    https://www.liepin.com/company/8784434/        0  \n",
       "20    https://www.liepin.com/company/9494398/        0  \n",
       "21    https://www.liepin.com/company/9328149/        0  \n",
       "22    https://www.liepin.com/company/8666566/        0  \n",
       "23    https://www.liepin.com/company/7865077/        0  \n",
       "24    https://www.liepin.com/company/9577989/        0  \n",
       "25    https://www.liepin.com/company/7992349/        0  \n",
       "26    https://www.liepin.com/company/7896274/        0  \n",
       "27    https://www.liepin.com/company/8597194/        0  \n",
       "28    https://www.liepin.com/company/9497995/        0  \n",
       "29   https://www.liepin.com/company/12182001/        0  \n",
       "..                                        ...      ...  \n",
       "370   https://www.liepin.com/company/7854759/        9  \n",
       "371   https://www.liepin.com/company/9724093/        9  \n",
       "372   https://www.liepin.com/company/7966062/        9  \n",
       "373   https://www.liepin.com/company/7861332/        9  \n",
       "374   https://www.liepin.com/company/8274532/        9  \n",
       "375   https://www.liepin.com/company/1010274/        9  \n",
       "376   https://www.liepin.com/company/9096209/        9  \n",
       "377   https://www.liepin.com/company/9401167/        9  \n",
       "378    https://www.liepin.com/company/951672/        9  \n",
       "379  https://www.liepin.com/company/10120191/        9  \n",
       "380   https://www.liepin.com/company/9806851/        9  \n",
       "381   https://www.liepin.com/company/9204313/        9  \n",
       "382   https://www.liepin.com/company/9204313/        9  \n",
       "383   https://www.liepin.com/company/8964691/        9  \n",
       "384   https://www.liepin.com/company/2431992/        9  \n",
       "385   https://www.liepin.com/company/9628428/        9  \n",
       "386  https://www.liepin.com/company/10082907/        9  \n",
       "387   https://www.liepin.com/company/9919803/        9  \n",
       "388   https://www.liepin.com/company/8839979/        9  \n",
       "389   https://www.liepin.com/company/8065642/        9  \n",
       "390   https://www.liepin.com/company/8077798/        9  \n",
       "391   https://www.liepin.com/company/8684616/        9  \n",
       "392   https://www.liepin.com/company/2485876/        9  \n",
       "393   https://www.liepin.com/company/8206410/        9  \n",
       "394   https://www.liepin.com/company/9411064/        9  \n",
       "395  https://www.liepin.com/company/10031533/        9  \n",
       "396   https://www.liepin.com/company/9162347/        9  \n",
       "397   https://www.liepin.com/company/8278525/        9  \n",
       "398   https://www.liepin.com/company/9614403/        9  \n",
       "399   https://www.liepin.com/company/8946384/        9  \n",
       "\n",
       "[400 rows x 11 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "# B-2 多个页面，但放慢脚步 time.sleep\n",
    "import time\n",
    "from random import random\n",
    "\n",
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "\n",
    "翻页_df_list = list()\n",
    "for k,v in 参数_keyword_设计师_curPage.items():\n",
    "    payload = v\n",
    "    df = requests_liepin( url, params = payload)\n",
    "    time.sleep(3+4*random())  #放慢脚步 3-7秒, 平均约5秒\n",
    "    df = df.assign (curPage = k)  # 区分  curPage\n",
    "    翻页_df_list.append(df)\n",
    "\n",
    "翻页_list = pd.concat(翻页_df_list).reset_index()\n",
    "翻页_list.index.name = '序'\n",
    "\n",
    "# 上周C-4   输出\n",
    "#df_all.to_excel(\"20春_Web数据挖掘_week04_liepin_翻页.xlsx\",\\\n",
    "             #   sheet_name=\"用户体验\")\n",
    "翻页_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 汇总价值数据输出表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>edu</th>\n",
       "      <th>经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>时间</th>\n",
       "      <th>职称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>各城市</th>\n",
       "      <th>各行业</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-18k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务主管</td>\n",
       "      <td></td>\n",
       "      <td>百多力(北京)医疗器械有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927699055.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8666566/</td>\n",
       "      <td>北京</td>\n",
       "      <td>医疗器械</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>信息流优化师</td>\n",
       "      <td></td>\n",
       "      <td>盛拓传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927688057.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8597194/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>信息流优化师</td>\n",
       "      <td></td>\n",
       "      <td>盛拓传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927688057.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8597194/</td>\n",
       "      <td>北京</td>\n",
       "      <td>广告/市场/会展</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>运营经理/高级经理（投后管理方向）</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京远旭股权投资基金管理有限公司(远洋集团</td>\n",
       "      <td>https://www.liepin.com/job/1927675227.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7903807/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>后期导演（电视综艺节目）</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927622321.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "      <td>影视文化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>BI工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927468011.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>C端产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927349661.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>综艺节目制作总导演</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1926218145.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "      <td>影视文化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>40-50k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>MCN短视频运营</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1926101979.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "      <td>影视文化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td></td>\n",
       "      <td>国汽(北京)智能网联汽车研究院有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926037471.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9532936/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td></td>\n",
       "      <td>国汽(北京)智能网联汽车研究院有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926037471.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9532936/</td>\n",
       "      <td>北京</td>\n",
       "      <td>汽车/摩托车</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>培训讲师</td>\n",
       "      <td></td>\n",
       "      <td>北京大津硅藻新材料股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925862581.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8054137/</td>\n",
       "      <td>北京</td>\n",
       "      <td>房地产/建筑</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务主管</td>\n",
       "      <td></td>\n",
       "      <td>准点投资有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925717203.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10030045/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>项目经理</td>\n",
       "      <td></td>\n",
       "      <td>国网智慧能源交通技术创新中心(苏州)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925559931.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9867063/</td>\n",
       "      <td>北京</td>\n",
       "      <td>能源/水利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务经理</td>\n",
       "      <td>北京-望京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1925055847.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>高级财富管理师（海归优先）</td>\n",
       "      <td>北京-燕莎</td>\n",
       "      <td>中国平安人寿保险股份有限公司北京分公司朝阳亮马桥营销服务部</td>\n",
       "      <td>https://www.liepin.com/job/1924453679.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7977038/</td>\n",
       "      <td>北京</td>\n",
       "      <td>保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>建筑设计师</td>\n",
       "      <td></td>\n",
       "      <td>北京绿宸控股集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1915666361.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8017931/</td>\n",
       "      <td>北京</td>\n",
       "      <td>房地产/建筑</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>运营经理-短视频、电商直播方向</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927745583.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "      <td>影视文化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>2020届应届生(新疆籍少数民族生源)</td>\n",
       "      <td>北京</td>\n",
       "      <td>全国中小企业股份转让系统有限责任公司</td>\n",
       "      <td>https://www.liepin.com/job/1927478401.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7887934/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>会计</td>\n",
       "      <td>北京</td>\n",
       "      <td>中证焦桐基金管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925994047.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10263715/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-50k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>6G研究员, 应届生也可以投</td>\n",
       "      <td></td>\n",
       "      <td>NEC（中国）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925034415.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2402810/</td>\n",
       "      <td>北京</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-50k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>6G研究员, 应届生也可以投</td>\n",
       "      <td></td>\n",
       "      <td>NEC（中国）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925034415.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2402810/</td>\n",
       "      <td>北京</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-50k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>6G研究员, 应届生也可以投</td>\n",
       "      <td></td>\n",
       "      <td>NEC（中国）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925034415.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2402810/</td>\n",
       "      <td>北京</td>\n",
       "      <td>通信业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-18k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>高级媒介经理（财经媒介方向）</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京基石传讯财经顾问有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1919139483.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8541632/</td>\n",
       "      <td>北京</td>\n",
       "      <td>广告/市场/会展</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>党务专员</td>\n",
       "      <td></td>\n",
       "      <td>北京首创吉润物业管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1919129953.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9272883/</td>\n",
       "      <td>北京</td>\n",
       "      <td>房地产服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>基金运营</td>\n",
       "      <td></td>\n",
       "      <td>北京方圆金鼎投资管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1917631555.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9267628/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>生鲜运营经理</td>\n",
       "      <td></td>\n",
       "      <td>正大食品企业(青岛)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927757141.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8852429/</td>\n",
       "      <td>北京</td>\n",
       "      <td>快消品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>40-70k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>Key Account Sales Lead</td>\n",
       "      <td></td>\n",
       "      <td>呀谧网络科技(上海)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927755447.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8629524/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>涂保成本合约经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>东方雨虹</td>\n",
       "      <td>https://www.liepin.com/job/1927712937.shtml</td>\n",
       "      <td>https://www.liepin.com/company/876739/</td>\n",
       "      <td>北京</td>\n",
       "      <td>房地产/建筑</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>涂保技术经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>东方雨虹</td>\n",
       "      <td>https://www.liepin.com/job/1927712725.shtml</td>\n",
       "      <td>https://www.liepin.com/company/876739/</td>\n",
       "      <td>北京</td>\n",
       "      <td>房地产/建筑</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>战略发展经理（充电业务）</td>\n",
       "      <td>成都</td>\n",
       "      <td>四川中电启明星</td>\n",
       "      <td>https://www.liepin.com/job/1927690649.shtml</td>\n",
       "      <td>https://www.liepin.com/company/5028623/</td>\n",
       "      <td>成都</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>市场专员</td>\n",
       "      <td>成都</td>\n",
       "      <td>成都莱博瑞泰科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927664699.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8908483/</td>\n",
       "      <td>成都</td>\n",
       "      <td>医疗器械</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>高级技术经理</td>\n",
       "      <td>成都-太升路</td>\n",
       "      <td>富登小额贷款(四川)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927585545.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7901960/</td>\n",
       "      <td>成都</td>\n",
       "      <td>银行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-13k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>高级售前工程师</td>\n",
       "      <td>成都-崇州</td>\n",
       "      <td>中兴智慧成都有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927545047.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9999423/</td>\n",
       "      <td>成都</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>JAVA开发工程师</td>\n",
       "      <td>成都</td>\n",
       "      <td>富登小额贷款(四川)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924884957.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7901960/</td>\n",
       "      <td>成都</td>\n",
       "      <td>银行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>7-15k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>项目主管（负责单个产品线直销和分销）</td>\n",
       "      <td>成都-双楠</td>\n",
       "      <td>成都莱博瑞泰科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924822183.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8908483/</td>\n",
       "      <td>成都</td>\n",
       "      <td>医疗器械</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>AI+视频效果设计工程师</td>\n",
       "      <td>成都</td>\n",
       "      <td>成都智慧全域信息技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927079971.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10221805/</td>\n",
       "      <td>成都</td>\n",
       "      <td>餐饮/酒旅/服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-18k·12薪</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>java工程师</td>\n",
       "      <td>成都</td>\n",
       "      <td>四川驹马企业管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927580541.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8607799/</td>\n",
       "      <td>成都</td>\n",
       "      <td>交通/物流/运输</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-13k·12薪</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>测试工程师</td>\n",
       "      <td>成都-柳江</td>\n",
       "      <td>四川驹马企业管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927580345.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8607799/</td>\n",
       "      <td>成都</td>\n",
       "      <td>交通/物流/运输</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-30k·16薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>客服总监</td>\n",
       "      <td>武汉-洪山区</td>\n",
       "      <td>力高(中国)地产有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924787259.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1812167/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>房地产/建筑</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-20k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>研发总监/经理</td>\n",
       "      <td>武汉</td>\n",
       "      <td>武汉盛大神农生物工程有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924480757.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9233970/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>农林牧渔</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>高级营销经理（湖北/湖南/天津/河北）</td>\n",
       "      <td>武汉-硚口区</td>\n",
       "      <td>特变电工新能源</td>\n",
       "      <td>https://www.liepin.com/job/1926687871.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7953390/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>新能源</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>开发经理/高级开发经理（湖北、河北、天津）</td>\n",
       "      <td>武汉-崇仁</td>\n",
       "      <td>特变电工新能源</td>\n",
       "      <td>https://www.liepin.com/job/1921200893.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7953390/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>新能源</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>销售工程师</td>\n",
       "      <td>武汉-江夏区</td>\n",
       "      <td>武汉心浩智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927742129.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9162998/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>通信业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>销售工程师</td>\n",
       "      <td>武汉-江夏区</td>\n",
       "      <td>武汉心浩智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927742129.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9162998/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>仪器/电气/自动化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>高级产品经理（医口方向）</td>\n",
       "      <td>武汉</td>\n",
       "      <td>武汉迈特维尔生物科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927674319.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9271148/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>制药/生物工程</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>副总建筑师</td>\n",
       "      <td>武汉</td>\n",
       "      <td>湖北中天世纪工程技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927594729.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8122884/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>专业服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-12k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>合成研究员</td>\n",
       "      <td>武汉-洪山区</td>\n",
       "      <td>中美华世通生物医药科技(武汉)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927267229.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8113083/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>制药/生物工程</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>薪酬绩效经理</td>\n",
       "      <td>武汉</td>\n",
       "      <td>武汉熠汇饮科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927040875.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10274181/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>餐饮/酒旅/服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>直播后端研发工程师</td>\n",
       "      <td>武汉</td>\n",
       "      <td>武汉速动文化有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927683329.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10284665/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>30-40k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>市场拓展经理/外拓经理</td>\n",
       "      <td>武汉-东西湖区</td>\n",
       "      <td>浙江祥生物业服务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927697861.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9115685/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>房地产服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>9-15k·12薪</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>经营经理</td>\n",
       "      <td>武汉-东西湖区</td>\n",
       "      <td>浙江祥生物业服务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927697703.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9115685/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>房地产服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>2-3k·12薪</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>保洁员</td>\n",
       "      <td>武汉-古田</td>\n",
       "      <td>武汉市你家生活家居有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927649555.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9995425/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>批发零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>cocos前端高级工程师</td>\n",
       "      <td>武汉-洪山区</td>\n",
       "      <td>武汉虚咖科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924122657.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10194081/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>游戏产业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>cocos前端高级工程师</td>\n",
       "      <td>武汉-洪山区</td>\n",
       "      <td>武汉虚咖科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924122657.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10194081/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>9-13k·12薪</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>党建专员</td>\n",
       "      <td>武汉</td>\n",
       "      <td>中汽研汽车检验中心(武汉)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1922083083.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10047723/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>检测/认证</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>7-12k·12薪</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>系统集成售前工程师</td>\n",
       "      <td>武汉</td>\n",
       "      <td>武汉百捷集团系统集成有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1915750363.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7990119/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>2-4k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>武汉-东西湖区</td>\n",
       "      <td>海昌(中国)投资有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927769379.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10118709/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>餐饮/酒旅/服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>6-9k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>精益改善岗</td>\n",
       "      <td>武汉-新洲区</td>\n",
       "      <td>京东物流</td>\n",
       "      <td>https://www.liepin.com/job/1927769331.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9770323/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>交通/物流/运输</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>高级机器视觉工程师</td>\n",
       "      <td>武汉-蔡甸区</td>\n",
       "      <td>易瓦特科技股份公司</td>\n",
       "      <td>https://www.liepin.com/job/1927768793.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8031041/</td>\n",
       "      <td>武汉</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>354 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       edu     经验          薪水           时间                      职称     公司地点  \\\n",
       "0    本科及以上   1-3年  15-18k·13薪  2020年04月26日                    财务主管            \n",
       "1    大专及以上   经验不限    5-8k·12薪  2020年04月26日                  信息流优化师            \n",
       "2    大专及以上   经验不限    5-8k·12薪  2020年04月26日                  信息流优化师            \n",
       "3     统招本科  5-10年          面议  2020年04月26日       运营经理/高级经理（投后管理方向）       北京   \n",
       "4    本科及以上   3-5年  10-12k·12薪  2020年04月26日            后期导演（电视综艺节目）       北京   \n",
       "5    本科及以上   3-5年  20-40k·13薪  2020年04月26日                   BI工程师       北京   \n",
       "6    本科及以上   3-5年  15-25k·13薪  2020年04月26日                  C端产品经理       北京   \n",
       "7    本科及以上  5-10年  15-20k·12薪  2020年04月26日               综艺节目制作总导演       北京   \n",
       "8    大专及以上   1-3年  40-50k·12薪  2020年04月26日                MCN短视频运营       北京   \n",
       "9    硕士及以上  5-10年          面议  2020年04月26日                 前端开发工程师            \n",
       "10   硕士及以上  5-10年          面议  2020年04月26日                 前端开发工程师            \n",
       "11    统招本科  5-10年   8-12k·12薪  2020年04月26日                    培训讲师            \n",
       "12   本科及以上   3-5年  10-15k·14薪  2020年04月26日                    财务主管            \n",
       "13   硕士及以上  5-10年          面议  2020年04月26日                    项目经理            \n",
       "14   本科及以上   1-3年  15-25k·13薪  2020年04月26日                    财务经理    北京-望京   \n",
       "15    统招本科   3-5年          面议  2020年04月26日           高级财富管理师（海归优先）    北京-燕莎   \n",
       "16   本科及以上  5-10年  20-30k·12薪  2020年04月26日                   建筑设计师            \n",
       "17   大专及以上   3-5年  15-20k·12薪  2020年04月26日         运营经理-短视频、电商直播方向       北京   \n",
       "18   硕士及以上   经验不限          面议  2020年04月26日     2020届应届生(新疆籍少数民族生源)       北京   \n",
       "19    统招本科   1-3年   5-10k·12薪  2020年04月26日                      会计       北京   \n",
       "20   硕士及以上   经验不限  20-50k·15薪  2020年04月26日          6G研究员, 应届生也可以投            \n",
       "21   硕士及以上   经验不限  20-50k·15薪  2020年04月26日          6G研究员, 应届生也可以投            \n",
       "22   硕士及以上   经验不限  20-50k·15薪  2020年04月26日          6G研究员, 应届生也可以投            \n",
       "23   本科及以上   3-5年  10-18k·12薪  2020年04月26日          高级媒介经理（财经媒介方向）       北京   \n",
       "24   本科及以上   3-5年    6-8k·12薪  2020年04月26日                    党务专员            \n",
       "25    统招本科   经验不限    6-8k·12薪  2020年04月26日                    基金运营            \n",
       "26    统招本科   3-5年  10-15k·13薪  2020年04月25日                  生鲜运营经理            \n",
       "27    统招本科  5-10年  40-70k·12薪  2020年04月25日  Key Account Sales Lead            \n",
       "28    统招本科  5-10年  15-25k·12薪  2020年04月25日                涂保成本合约经理       北京   \n",
       "29   本科及以上  5-10年  20-30k·12薪  2020年04月25日                  涂保技术经理       北京   \n",
       "..     ...    ...         ...          ...                     ...      ...   \n",
       "324  本科及以上  5-10年  10-15k·12薪  2020年04月23日            战略发展经理（充电业务）       成都   \n",
       "325  大专及以上   经验不限   5-10k·12薪  2020年04月23日                    市场专员       成都   \n",
       "326  本科及以上   3-5年          面议  2020年04月23日                  高级技术经理   成都-太升路   \n",
       "327  本科及以上   3-5年   8-13k·12薪  2020年04月23日                 高级售前工程师    成都-崇州   \n",
       "328  本科及以上   3-5年          面议  2020年04月23日               JAVA开发工程师       成都   \n",
       "329   统招本科  5-10年   7-15k·12薪  2020年04月23日      项目主管（负责单个产品线直销和分销）    成都-双楠   \n",
       "330   统招本科   经验不限          面议  2020年04月22日            AI+视频效果设计工程师       成都   \n",
       "331  大专及以上   3-5年  10-18k·12薪  2020年04月21日                 java工程师       成都   \n",
       "332  大专及以上   3-5年   8-13k·12薪  2020年04月21日                   测试工程师    成都-柳江   \n",
       "333  本科及以上  5-10年  18-30k·16薪  2020年04月26日                    客服总监   武汉-洪山区   \n",
       "334  硕士及以上  5-10年  10-20k·14薪  2020年04月26日                 研发总监/经理       武汉   \n",
       "335   统招本科  5-10年  10-20k·12薪  2020年04月25日     高级营销经理（湖北/湖南/天津/河北）   武汉-硚口区   \n",
       "336   统招本科  5-10年  10-20k·12薪  2020年04月25日   开发经理/高级开发经理（湖北、河北、天津）    武汉-崇仁   \n",
       "337   统招本科   3-5年          面议  2020年04月24日                   销售工程师   武汉-江夏区   \n",
       "338   统招本科   3-5年          面议  2020年04月24日                   销售工程师   武汉-江夏区   \n",
       "339  硕士及以上   1-3年  10-20k·12薪  2020年04月24日            高级产品经理（医口方向）       武汉   \n",
       "340  大专及以上  10年以上          面议  2020年04月24日                   副总建筑师       武汉   \n",
       "341   统招本科   1-3年   6-12k·12薪  2020年04月24日                   合成研究员   武汉-洪山区   \n",
       "342  本科及以上  5-10年   8-12k·12薪  2020年04月24日                  薪酬绩效经理       武汉   \n",
       "343  大专及以上   1-3年  20-30k·12薪  2020年04月23日               直播后端研发工程师       武汉   \n",
       "344  大专及以上   3-5年  30-40k·12薪  2020年04月23日             市场拓展经理/外拓经理  武汉-东西湖区   \n",
       "345  大专及以上   3-5年   9-15k·12薪  2020年04月23日                    经营经理  武汉-东西湖区   \n",
       "346   学历不限   经验不限    2-3k·12薪  2020年04月22日                     保洁员    武汉-古田   \n",
       "347  大专及以上   3-5年  15-20k·14薪  2020年04月22日            cocos前端高级工程师   武汉-洪山区   \n",
       "348  大专及以上   3-5年  15-20k·14薪  2020年04月22日            cocos前端高级工程师   武汉-洪山区   \n",
       "349  硕士及以上   1-3年   9-13k·12薪  2020年04月22日                    党建专员       武汉   \n",
       "350  大专及以上   1-3年   7-12k·12薪  2020年04月22日               系统集成售前工程师       武汉   \n",
       "351  大专及以上   一年以下    2-4k·12薪  2020年04月26日                    人事专员  武汉-东西湖区   \n",
       "352  大专及以上   3-5年    6-9k·12薪  2020年04月26日                   精益改善岗   武汉-新洲区   \n",
       "353  本科及以上   3-5年  10-20k·12薪  2020年04月26日               高级机器视觉工程师   武汉-蔡甸区   \n",
       "\n",
       "                              公司名称  \\\n",
       "0                  百多力(北京)医疗器械有限公司   \n",
       "1                             盛拓传媒   \n",
       "2                             盛拓传媒   \n",
       "3            北京远旭股权投资基金管理有限公司(远洋集团   \n",
       "4                             元纯传媒   \n",
       "5                              百合网   \n",
       "6                              百合网   \n",
       "7                             元纯传媒   \n",
       "8                             元纯传媒   \n",
       "9              国汽(北京)智能网联汽车研究院有限公司   \n",
       "10             国汽(北京)智能网联汽车研究院有限公司   \n",
       "11                 北京大津硅藻新材料股份有限公司   \n",
       "12                        准点投资有限公司   \n",
       "13          国网智慧能源交通技术创新中心(苏州)有限公司   \n",
       "14                             百合网   \n",
       "15   中国平安人寿保险股份有限公司北京分公司朝阳亮马桥营销服务部   \n",
       "16                    北京绿宸控股集团有限公司   \n",
       "17                            元纯传媒   \n",
       "18              全国中小企业股份转让系统有限责任公司   \n",
       "19                    中证焦桐基金管理有限公司   \n",
       "20                     NEC（中国）有限公司   \n",
       "21                     NEC（中国）有限公司   \n",
       "22                     NEC（中国）有限公司   \n",
       "23                  北京基石传讯财经顾问有限公司   \n",
       "24                  北京首创吉润物业管理有限公司   \n",
       "25                  北京方圆金鼎投资管理有限公司   \n",
       "26                  正大食品企业(青岛)有限公司   \n",
       "27                  呀谧网络科技(上海)有限公司   \n",
       "28                            东方雨虹   \n",
       "29                            东方雨虹   \n",
       "..                             ...   \n",
       "324                        四川中电启明星   \n",
       "325                   成都莱博瑞泰科技有限公司   \n",
       "326                 富登小额贷款(四川)有限公司   \n",
       "327                     中兴智慧成都有限公司   \n",
       "328                 富登小额贷款(四川)有限公司   \n",
       "329                   成都莱博瑞泰科技有限公司   \n",
       "330                 成都智慧全域信息技术有限公司   \n",
       "331                   四川驹马企业管理有限公司   \n",
       "332                   四川驹马企业管理有限公司   \n",
       "333                   力高(中国)地产有限公司   \n",
       "334                 武汉盛大神农生物工程有限公司   \n",
       "335                        特变电工新能源   \n",
       "336                        特变电工新能源   \n",
       "337                   武汉心浩智能科技有限公司   \n",
       "338                   武汉心浩智能科技有限公司   \n",
       "339                 武汉迈特维尔生物科技有限公司   \n",
       "340                 湖北中天世纪工程技术有限公司   \n",
       "341            中美华世通生物医药科技(武汉)有限公司   \n",
       "342                    武汉熠汇饮科技有限公司   \n",
       "343                     武汉速动文化有限公司   \n",
       "344                   浙江祥生物业服务有限公司   \n",
       "345                   浙江祥生物业服务有限公司   \n",
       "346                  武汉市你家生活家居有限公司   \n",
       "347                     武汉虚咖科技有限公司   \n",
       "348                     武汉虚咖科技有限公司   \n",
       "349              中汽研汽车检验中心(武汉)有限公司   \n",
       "350                 武汉百捷集团系统集成有限公司   \n",
       "351                   海昌(中国)投资有限公司   \n",
       "352                           京东物流   \n",
       "353                      易瓦特科技股份公司   \n",
       "\n",
       "                                              链结  \\\n",
       "0    https://www.liepin.com/job/1927699055.shtml   \n",
       "1    https://www.liepin.com/job/1927688057.shtml   \n",
       "2    https://www.liepin.com/job/1927688057.shtml   \n",
       "3    https://www.liepin.com/job/1927675227.shtml   \n",
       "4    https://www.liepin.com/job/1927622321.shtml   \n",
       "5    https://www.liepin.com/job/1927468011.shtml   \n",
       "6    https://www.liepin.com/job/1927349661.shtml   \n",
       "7    https://www.liepin.com/job/1926218145.shtml   \n",
       "8    https://www.liepin.com/job/1926101979.shtml   \n",
       "9    https://www.liepin.com/job/1926037471.shtml   \n",
       "10   https://www.liepin.com/job/1926037471.shtml   \n",
       "11   https://www.liepin.com/job/1925862581.shtml   \n",
       "12   https://www.liepin.com/job/1925717203.shtml   \n",
       "13   https://www.liepin.com/job/1925559931.shtml   \n",
       "14   https://www.liepin.com/job/1925055847.shtml   \n",
       "15   https://www.liepin.com/job/1924453679.shtml   \n",
       "16   https://www.liepin.com/job/1915666361.shtml   \n",
       "17   https://www.liepin.com/job/1927745583.shtml   \n",
       "18   https://www.liepin.com/job/1927478401.shtml   \n",
       "19   https://www.liepin.com/job/1925994047.shtml   \n",
       "20   https://www.liepin.com/job/1925034415.shtml   \n",
       "21   https://www.liepin.com/job/1925034415.shtml   \n",
       "22   https://www.liepin.com/job/1925034415.shtml   \n",
       "23   https://www.liepin.com/job/1919139483.shtml   \n",
       "24   https://www.liepin.com/job/1919129953.shtml   \n",
       "25   https://www.liepin.com/job/1917631555.shtml   \n",
       "26   https://www.liepin.com/job/1927757141.shtml   \n",
       "27   https://www.liepin.com/job/1927755447.shtml   \n",
       "28   https://www.liepin.com/job/1927712937.shtml   \n",
       "29   https://www.liepin.com/job/1927712725.shtml   \n",
       "..                                           ...   \n",
       "324  https://www.liepin.com/job/1927690649.shtml   \n",
       "325  https://www.liepin.com/job/1927664699.shtml   \n",
       "326  https://www.liepin.com/job/1927585545.shtml   \n",
       "327  https://www.liepin.com/job/1927545047.shtml   \n",
       "328  https://www.liepin.com/job/1924884957.shtml   \n",
       "329  https://www.liepin.com/job/1924822183.shtml   \n",
       "330  https://www.liepin.com/job/1927079971.shtml   \n",
       "331  https://www.liepin.com/job/1927580541.shtml   \n",
       "332  https://www.liepin.com/job/1927580345.shtml   \n",
       "333  https://www.liepin.com/job/1924787259.shtml   \n",
       "334  https://www.liepin.com/job/1924480757.shtml   \n",
       "335  https://www.liepin.com/job/1926687871.shtml   \n",
       "336  https://www.liepin.com/job/1921200893.shtml   \n",
       "337  https://www.liepin.com/job/1927742129.shtml   \n",
       "338  https://www.liepin.com/job/1927742129.shtml   \n",
       "339  https://www.liepin.com/job/1927674319.shtml   \n",
       "340  https://www.liepin.com/job/1927594729.shtml   \n",
       "341  https://www.liepin.com/job/1927267229.shtml   \n",
       "342  https://www.liepin.com/job/1927040875.shtml   \n",
       "343  https://www.liepin.com/job/1927683329.shtml   \n",
       "344  https://www.liepin.com/job/1927697861.shtml   \n",
       "345  https://www.liepin.com/job/1927697703.shtml   \n",
       "346  https://www.liepin.com/job/1927649555.shtml   \n",
       "347  https://www.liepin.com/job/1924122657.shtml   \n",
       "348  https://www.liepin.com/job/1924122657.shtml   \n",
       "349  https://www.liepin.com/job/1922083083.shtml   \n",
       "350  https://www.liepin.com/job/1915750363.shtml   \n",
       "351  https://www.liepin.com/job/1927769379.shtml   \n",
       "352  https://www.liepin.com/job/1927769331.shtml   \n",
       "353  https://www.liepin.com/job/1927768793.shtml   \n",
       "\n",
       "                                        公司URL 各城市        各行业  \n",
       "0     https://www.liepin.com/company/8666566/  北京       医疗器械  \n",
       "1     https://www.liepin.com/company/8597194/  北京     互联网/电商  \n",
       "2     https://www.liepin.com/company/8597194/  北京   广告/市场/会展  \n",
       "3     https://www.liepin.com/company/7903807/  北京   基金/证券/投资  \n",
       "4      https://www.liepin.com/company/772388/  北京       影视文化  \n",
       "5    https://www.liepin.com/company/10077527/  北京     互联网/电商  \n",
       "6    https://www.liepin.com/company/10077527/  北京     互联网/电商  \n",
       "7      https://www.liepin.com/company/772388/  北京       影视文化  \n",
       "8      https://www.liepin.com/company/772388/  北京       影视文化  \n",
       "9     https://www.liepin.com/company/9532936/  北京     互联网/电商  \n",
       "10    https://www.liepin.com/company/9532936/  北京     汽车/摩托车  \n",
       "11    https://www.liepin.com/company/8054137/  北京     房地产/建筑  \n",
       "12   https://www.liepin.com/company/10030045/  北京   基金/证券/投资  \n",
       "13    https://www.liepin.com/company/9867063/  北京      能源/水利  \n",
       "14   https://www.liepin.com/company/10077527/  北京     互联网/电商  \n",
       "15    https://www.liepin.com/company/7977038/  北京         保险  \n",
       "16    https://www.liepin.com/company/8017931/  北京     房地产/建筑  \n",
       "17     https://www.liepin.com/company/772388/  北京       影视文化  \n",
       "18    https://www.liepin.com/company/7887934/  北京   基金/证券/投资  \n",
       "19   https://www.liepin.com/company/10263715/  北京   基金/证券/投资  \n",
       "20    https://www.liepin.com/company/2402810/  北京      计算机软件  \n",
       "21    https://www.liepin.com/company/2402810/  北京       IT服务  \n",
       "22    https://www.liepin.com/company/2402810/  北京        通信业  \n",
       "23    https://www.liepin.com/company/8541632/  北京   广告/市场/会展  \n",
       "24    https://www.liepin.com/company/9272883/  北京      房地产服务  \n",
       "25    https://www.liepin.com/company/9267628/  北京   基金/证券/投资  \n",
       "26    https://www.liepin.com/company/8852429/  北京        快消品  \n",
       "27    https://www.liepin.com/company/8629524/  北京     互联网/电商  \n",
       "28     https://www.liepin.com/company/876739/  北京     房地产/建筑  \n",
       "29     https://www.liepin.com/company/876739/  北京     房地产/建筑  \n",
       "..                                        ...  ..        ...  \n",
       "324   https://www.liepin.com/company/5028623/  成都      计算机软件  \n",
       "325   https://www.liepin.com/company/8908483/  成都       医疗器械  \n",
       "326   https://www.liepin.com/company/7901960/  成都         银行  \n",
       "327   https://www.liepin.com/company/9999423/  成都      计算机软件  \n",
       "328   https://www.liepin.com/company/7901960/  成都         银行  \n",
       "329   https://www.liepin.com/company/8908483/  成都       医疗器械  \n",
       "330  https://www.liepin.com/company/10221805/  成都   餐饮/酒旅/服务  \n",
       "331   https://www.liepin.com/company/8607799/  成都   交通/物流/运输  \n",
       "332   https://www.liepin.com/company/8607799/  成都   交通/物流/运输  \n",
       "333   https://www.liepin.com/company/1812167/  武汉     房地产/建筑  \n",
       "334   https://www.liepin.com/company/9233970/  武汉       农林牧渔  \n",
       "335   https://www.liepin.com/company/7953390/  武汉        新能源  \n",
       "336   https://www.liepin.com/company/7953390/  武汉        新能源  \n",
       "337   https://www.liepin.com/company/9162998/  武汉        通信业  \n",
       "338   https://www.liepin.com/company/9162998/  武汉  仪器/电气/自动化  \n",
       "339   https://www.liepin.com/company/9271148/  武汉    制药/生物工程  \n",
       "340   https://www.liepin.com/company/8122884/  武汉       专业服务  \n",
       "341   https://www.liepin.com/company/8113083/  武汉    制药/生物工程  \n",
       "342  https://www.liepin.com/company/10274181/  武汉   餐饮/酒旅/服务  \n",
       "343  https://www.liepin.com/company/10284665/  武汉      计算机软件  \n",
       "344   https://www.liepin.com/company/9115685/  武汉      房地产服务  \n",
       "345   https://www.liepin.com/company/9115685/  武汉      房地产服务  \n",
       "346   https://www.liepin.com/company/9995425/  武汉       批发零售  \n",
       "347  https://www.liepin.com/company/10194081/  武汉       游戏产业  \n",
       "348  https://www.liepin.com/company/10194081/  武汉      计算机软件  \n",
       "349  https://www.liepin.com/company/10047723/  武汉      检测/认证  \n",
       "350   https://www.liepin.com/company/7990119/  武汉       IT服务  \n",
       "351  https://www.liepin.com/company/10118709/  武汉   餐饮/酒旅/服务  \n",
       "352   https://www.liepin.com/company/9770323/  武汉   交通/物流/运输  \n",
       "353   https://www.liepin.com/company/8031041/  武汉       其他行业  \n",
       "\n",
       "[354 rows x 11 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df_mix=pd.merge(城市_list,行业_list)\n",
    "df_mix\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>edu</th>\n",
       "      <th>经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>时间</th>\n",
       "      <th>职称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>各城市</th>\n",
       "      <th>各行业</th>\n",
       "      <th>各薪资</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-18k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务主管</td>\n",
       "      <td></td>\n",
       "      <td>百多力(北京)医疗器械有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927699055.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8666566/</td>\n",
       "      <td>北京</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>15-20万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-18k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务主管</td>\n",
       "      <td></td>\n",
       "      <td>百多力(北京)医疗器械有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927699055.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8666566/</td>\n",
       "      <td>北京</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>20-30万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>信息流优化师</td>\n",
       "      <td></td>\n",
       "      <td>盛拓传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927688057.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8597194/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>信息流优化师</td>\n",
       "      <td></td>\n",
       "      <td>盛拓传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927688057.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8597194/</td>\n",
       "      <td>北京</td>\n",
       "      <td>广告/市场/会展</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>运营经理/高级经理（投后管理方向）</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京远旭股权投资基金管理有限公司(远洋集团</td>\n",
       "      <td>https://www.liepin.com/job/1927675227.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7903807/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>20-30万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>运营经理/高级经理（投后管理方向）</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京远旭股权投资基金管理有限公司(远洋集团</td>\n",
       "      <td>https://www.liepin.com/job/1927675227.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7903807/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>后期导演（电视综艺节目）</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927622321.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "      <td>影视文化</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>BI工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927468011.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>20-30万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>BI工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927468011.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>BI工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927468011.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>C端产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927349661.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>40-50k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>MCN短视频运营</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1926101979.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "      <td>影视文化</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>40-50k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>MCN短视频运营</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1926101979.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "      <td>影视文化</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td></td>\n",
       "      <td>国汽(北京)智能网联汽车研究院有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926037471.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9532936/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td></td>\n",
       "      <td>国汽(北京)智能网联汽车研究院有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926037471.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9532936/</td>\n",
       "      <td>北京</td>\n",
       "      <td>汽车/摩托车</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>项目经理</td>\n",
       "      <td></td>\n",
       "      <td>国网智慧能源交通技术创新中心(苏州)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925559931.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9867063/</td>\n",
       "      <td>北京</td>\n",
       "      <td>能源/水利</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-50k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>6G研究员, 应届生也可以投</td>\n",
       "      <td></td>\n",
       "      <td>NEC（中国）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925034415.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2402810/</td>\n",
       "      <td>北京</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-50k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>6G研究员, 应届生也可以投</td>\n",
       "      <td></td>\n",
       "      <td>NEC（中国）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925034415.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2402810/</td>\n",
       "      <td>北京</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-50k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>6G研究员, 应届生也可以投</td>\n",
       "      <td></td>\n",
       "      <td>NEC（中国）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925034415.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2402810/</td>\n",
       "      <td>北京</td>\n",
       "      <td>通信业</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>40-70k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>Key Account Sales Lead</td>\n",
       "      <td></td>\n",
       "      <td>呀谧网络科技(上海)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927755447.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8629524/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-50k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>渠道BD主管</td>\n",
       "      <td></td>\n",
       "      <td>武汉市谨德教育科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924598353.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9723854/</td>\n",
       "      <td>北京</td>\n",
       "      <td>教育培训</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>物业总经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京永聚铭创科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927750025.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2218571/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>投资总监（固收-地产方向）</td>\n",
       "      <td>北京</td>\n",
       "      <td>亿达控股有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927744619.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2048766/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>全民K歌Android开发工程师</td>\n",
       "      <td></td>\n",
       "      <td>腾讯音乐娱乐集团</td>\n",
       "      <td>https://www.liepin.com/job/1927726831.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9919803/</td>\n",
       "      <td>北京</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>咨询顾问</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767341.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>上海</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>咨询顾问</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767341.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>上海</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>15-20万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>咨询顾问</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767341.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>上海</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>20-30万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>技术员，DMT&amp;MB实验室</td>\n",
       "      <td>上海-张江</td>\n",
       "      <td>罗氏制药</td>\n",
       "      <td>https://www.liepin.com/job/1927766269.shtml</td>\n",
       "      <td>https://www.liepin.com/company/916012/</td>\n",
       "      <td>上海</td>\n",
       "      <td>制药/生物工程</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>技术员，DMT&amp;MB实验室</td>\n",
       "      <td>上海-张江</td>\n",
       "      <td>罗氏制药</td>\n",
       "      <td>https://www.liepin.com/job/1927766269.shtml</td>\n",
       "      <td>https://www.liepin.com/company/916012/</td>\n",
       "      <td>上海</td>\n",
       "      <td>制药/生物工程</td>\n",
       "      <td>15-20万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>店铺店长</td>\n",
       "      <td>上海-杨浦区</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927726909.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>上海</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域销售经理</td>\n",
       "      <td>南京-开发区</td>\n",
       "      <td>盛世博扬（上海）暖通科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927643693.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7875433/</td>\n",
       "      <td>南京</td>\n",
       "      <td>房地产/建筑</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域销售经理</td>\n",
       "      <td>南京-开发区</td>\n",
       "      <td>盛世博扬（上海）暖通科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927643693.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7875433/</td>\n",
       "      <td>南京</td>\n",
       "      <td>房地产/建筑</td>\n",
       "      <td>15-20万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域销售经理</td>\n",
       "      <td>南京-开发区</td>\n",
       "      <td>盛世博扬（上海）暖通科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927643693.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7875433/</td>\n",
       "      <td>南京</td>\n",
       "      <td>房地产/建筑</td>\n",
       "      <td>20-30万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-25k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>China Infrastructure Manager/中国区IT经理</td>\n",
       "      <td>南京-秦淮区</td>\n",
       "      <td>慧咨环球(中国)信息技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926298399.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8584919/</td>\n",
       "      <td>南京</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电商天猫京东运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927760887.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>15-20万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电商天猫京东运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927760887.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>20-30万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电商天猫京东运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927760887.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>薪酬绩效专家</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927726751.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>薪酬绩效专家</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927726751.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>15-20万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>薪酬绩效专家</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927726751.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>20-30万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>销售人力资源部总监</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927710481.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>销售人力资源部总监</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927710481.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>15-20万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>销售人力资源部总监</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927710481.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>20-30万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>直播项目专场招聘(汽车电商)</td>\n",
       "      <td>杭州</td>\n",
       "      <td>大搜车</td>\n",
       "      <td>https://www.liepin.com/job/1927615677.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8141158/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>15-20万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>直播项目专场招聘(汽车电商)</td>\n",
       "      <td>杭州</td>\n",
       "      <td>大搜车</td>\n",
       "      <td>https://www.liepin.com/job/1927615677.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8141158/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>20-30万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>直播项目专场招聘(汽车电商)</td>\n",
       "      <td>杭州</td>\n",
       "      <td>大搜车</td>\n",
       "      <td>https://www.liepin.com/job/1927615677.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8141158/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>9-15k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>资深平面设计</td>\n",
       "      <td>杭州</td>\n",
       "      <td>南都物业服务集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927575391.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8872401/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>房地产服务</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>9-15k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>资深平面设计</td>\n",
       "      <td>杭州</td>\n",
       "      <td>南都物业服务集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927575391.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8872401/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>房地产服务</td>\n",
       "      <td>15-20万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>9-15k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>资深平面设计</td>\n",
       "      <td>杭州</td>\n",
       "      <td>南都物业服务集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927575391.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8872401/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>房地产服务</td>\n",
       "      <td>20-30万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>推广经理</td>\n",
       "      <td>杭州-滨江区</td>\n",
       "      <td>杭州大热电子商务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927385183.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9857093/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>天猫运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927036409.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务总监</td>\n",
       "      <td>杭州</td>\n",
       "      <td>浙江新宇贸易有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926988393.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7935727/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>批发零售</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-50k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>ceo</td>\n",
       "      <td>杭州-长河</td>\n",
       "      <td>杭州乔金斯科技集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1921736497.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9947859/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-45k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>软件经理</td>\n",
       "      <td>杭州-西溪</td>\n",
       "      <td>加速云</td>\n",
       "      <td>https://www.liepin.com/job/1924493007.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8642873/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>电子/芯片/半导体</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-25k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域客服经理（地产）</td>\n",
       "      <td>成都-青羊区</td>\n",
       "      <td>成都合能物业管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927668049.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7937765/</td>\n",
       "      <td>成都</td>\n",
       "      <td>房地产服务</td>\n",
       "      <td>20-30万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-25k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域客服经理（地产）</td>\n",
       "      <td>成都-青羊区</td>\n",
       "      <td>成都合能物业管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927668049.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7937765/</td>\n",
       "      <td>成都</td>\n",
       "      <td>房地产服务</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>（生产）财务经理</td>\n",
       "      <td>成都-温江区</td>\n",
       "      <td>廖记食品连锁股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927585973.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8051632/</td>\n",
       "      <td>成都</td>\n",
       "      <td>快消品</td>\n",
       "      <td>10-15万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>精益咨询顾问</td>\n",
       "      <td>成都-郫都区</td>\n",
       "      <td>深圳蜂巢互联科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927213983.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10150975/</td>\n",
       "      <td>成都</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>30-50万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>30-60k·13薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>技术总监/技术经理/架构师</td>\n",
       "      <td>成都</td>\n",
       "      <td>第壹街舞</td>\n",
       "      <td>https://www.liepin.com/job/1927294497.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8915989/</td>\n",
       "      <td>成都</td>\n",
       "      <td>教育培训</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>30-60k·13薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>HRD</td>\n",
       "      <td>成都</td>\n",
       "      <td>第壹街舞</td>\n",
       "      <td>https://www.liepin.com/job/1927151849.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8915989/</td>\n",
       "      <td>成都</td>\n",
       "      <td>教育培训</td>\n",
       "      <td>50-100万</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>142 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       edu     经验          薪水           时间  \\\n",
       "0    本科及以上   1-3年  15-18k·13薪  2020年04月26日   \n",
       "1    本科及以上   1-3年  15-18k·13薪  2020年04月26日   \n",
       "2    大专及以上   经验不限    5-8k·12薪  2020年04月26日   \n",
       "3    大专及以上   经验不限    5-8k·12薪  2020年04月26日   \n",
       "4     统招本科  5-10年          面议  2020年04月26日   \n",
       "5     统招本科  5-10年          面议  2020年04月26日   \n",
       "6    本科及以上   3-5年  10-12k·12薪  2020年04月26日   \n",
       "7    本科及以上   3-5年  20-40k·13薪  2020年04月26日   \n",
       "8    本科及以上   3-5年  20-40k·13薪  2020年04月26日   \n",
       "9    本科及以上   3-5年  20-40k·13薪  2020年04月26日   \n",
       "10   本科及以上   3-5年  15-25k·13薪  2020年04月26日   \n",
       "11   大专及以上   1-3年  40-50k·12薪  2020年04月26日   \n",
       "12   大专及以上   1-3年  40-50k·12薪  2020年04月26日   \n",
       "13   硕士及以上  5-10年          面议  2020年04月26日   \n",
       "14   硕士及以上  5-10年          面议  2020年04月26日   \n",
       "15   硕士及以上  5-10年          面议  2020年04月26日   \n",
       "16   硕士及以上   经验不限  20-50k·15薪  2020年04月26日   \n",
       "17   硕士及以上   经验不限  20-50k·15薪  2020年04月26日   \n",
       "18   硕士及以上   经验不限  20-50k·15薪  2020年04月26日   \n",
       "19    统招本科  5-10年  40-70k·12薪  2020年04月25日   \n",
       "20   本科及以上   3-5年  20-50k·12薪  2020年04月25日   \n",
       "21   本科及以上  5-10年          面议  2020年04月24日   \n",
       "22    统招本科  5-10年          面议  2020年04月24日   \n",
       "23    统招本科   3-5年          面议  2020年04月24日   \n",
       "24    统招本科   1-3年   8-20k·12薪  2020年04月26日   \n",
       "25    统招本科   1-3年   8-20k·12薪  2020年04月26日   \n",
       "26    统招本科   1-3年   8-20k·12薪  2020年04月26日   \n",
       "27    学历不限   1-3年          面议  2020年04月26日   \n",
       "28    学历不限   1-3年          面议  2020年04月26日   \n",
       "29   大专及以上   1-3年  10-15k·12薪  2020年04月26日   \n",
       "..     ...    ...         ...          ...   \n",
       "112  大专及以上   3-5年   7-20k·12薪  2020年04月26日   \n",
       "113  大专及以上   3-5年   7-20k·12薪  2020年04月26日   \n",
       "114  大专及以上   3-5年   7-20k·12薪  2020年04月26日   \n",
       "115  本科及以上  5-10年  18-25k·13薪  2020年04月26日   \n",
       "116  大专及以上   3-5年  15-30k·12薪  2020年04月26日   \n",
       "117  大专及以上   3-5年  15-30k·12薪  2020年04月26日   \n",
       "118  大专及以上   3-5年  15-30k·12薪  2020年04月26日   \n",
       "119   统招本科  5-10年          面议  2020年04月26日   \n",
       "120   统招本科  5-10年          面议  2020年04月26日   \n",
       "121   统招本科  5-10年          面议  2020年04月26日   \n",
       "122   统招本科  5-10年          面议  2020年04月26日   \n",
       "123   统招本科  5-10年          面议  2020年04月26日   \n",
       "124   统招本科  5-10年          面议  2020年04月26日   \n",
       "125  大专及以上   经验不限          面议  2020年04月26日   \n",
       "126  大专及以上   经验不限          面议  2020年04月26日   \n",
       "127  大专及以上   经验不限          面议  2020年04月26日   \n",
       "128  本科及以上  5-10年   9-15k·14薪  2020年04月26日   \n",
       "129  本科及以上  5-10年   9-15k·14薪  2020年04月26日   \n",
       "130  本科及以上  5-10年   9-15k·14薪  2020年04月26日   \n",
       "131   统招本科   3-5年  15-25k·12薪  2020年04月26日   \n",
       "132  大专及以上   3-5年  15-30k·12薪  2020年04月26日   \n",
       "133   统招本科  5-10年          面议  2020年04月26日   \n",
       "134  硕士及以上  5-10年  20-50k·12薪  2020年04月26日   \n",
       "135  本科及以上  5-10年  20-45k·12薪  2020年04月26日   \n",
       "136  本科及以上   3-5年  20-25k·12薪  2020年04月26日   \n",
       "137  本科及以上   3-5年  20-25k·12薪  2020年04月26日   \n",
       "138   统招本科  10年以上   8-12k·12薪  2020年04月26日   \n",
       "139  本科及以上  5-10年  15-25k·12薪  2020年04月26日   \n",
       "140   统招本科  5-10年  30-60k·13薪  2020年04月25日   \n",
       "141   统招本科  5-10年  30-60k·13薪  2020年04月25日   \n",
       "\n",
       "                                       职称    公司地点                    公司名称  \\\n",
       "0                                    财务主管                 百多力(北京)医疗器械有限公司   \n",
       "1                                    财务主管                 百多力(北京)医疗器械有限公司   \n",
       "2                                  信息流优化师                            盛拓传媒   \n",
       "3                                  信息流优化师                            盛拓传媒   \n",
       "4                       运营经理/高级经理（投后管理方向）      北京   北京远旭股权投资基金管理有限公司(远洋集团   \n",
       "5                       运营经理/高级经理（投后管理方向）      北京   北京远旭股权投资基金管理有限公司(远洋集团   \n",
       "6                            后期导演（电视综艺节目）      北京                    元纯传媒   \n",
       "7                                   BI工程师      北京                     百合网   \n",
       "8                                   BI工程师      北京                     百合网   \n",
       "9                                   BI工程师      北京                     百合网   \n",
       "10                                 C端产品经理      北京                     百合网   \n",
       "11                               MCN短视频运营      北京                    元纯传媒   \n",
       "12                               MCN短视频运营      北京                    元纯传媒   \n",
       "13                                前端开发工程师             国汽(北京)智能网联汽车研究院有限公司   \n",
       "14                                前端开发工程师             国汽(北京)智能网联汽车研究院有限公司   \n",
       "15                                   项目经理          国网智慧能源交通技术创新中心(苏州)有限公司   \n",
       "16                         6G研究员, 应届生也可以投                     NEC（中国）有限公司   \n",
       "17                         6G研究员, 应届生也可以投                     NEC（中国）有限公司   \n",
       "18                         6G研究员, 应届生也可以投                     NEC（中国）有限公司   \n",
       "19                 Key Account Sales Lead                  呀谧网络科技(上海)有限公司   \n",
       "20                                 渠道BD主管                   武汉市谨德教育科技有限公司   \n",
       "21                                  物业总经理      北京            北京永聚铭创科技有限公司   \n",
       "22                          投资总监（固收-地产方向）      北京                亿达控股有限公司   \n",
       "23                       全民K歌Android开发工程师                        腾讯音乐娱乐集团   \n",
       "24                                   咨询顾问  上海-青浦区             上海爱湃斯科技有限公司   \n",
       "25                                   咨询顾问  上海-青浦区             上海爱湃斯科技有限公司   \n",
       "26                                   咨询顾问  上海-青浦区             上海爱湃斯科技有限公司   \n",
       "27                          技术员，DMT&MB实验室   上海-张江                    罗氏制药   \n",
       "28                          技术员，DMT&MB实验室   上海-张江                    罗氏制药   \n",
       "29                                   店铺店长  上海-杨浦区                     百合网   \n",
       "..                                    ...     ...                     ...   \n",
       "112                                区域销售经理  南京-开发区        盛世博扬（上海）暖通科技有限公司   \n",
       "113                                区域销售经理  南京-开发区        盛世博扬（上海）暖通科技有限公司   \n",
       "114                                区域销售经理  南京-开发区        盛世博扬（上海）暖通科技有限公司   \n",
       "115  China Infrastructure Manager/中国区IT经理  南京-秦淮区        慧咨环球(中国)信息技术有限公司   \n",
       "116                              电商天猫京东运营   杭州-南苑            北京海纳世纪科技有限公司   \n",
       "117                              电商天猫京东运营   杭州-南苑            北京海纳世纪科技有限公司   \n",
       "118                              电商天猫京东运营   杭州-南苑            北京海纳世纪科技有限公司   \n",
       "119                                薪酬绩效专家      杭州                    农夫山泉   \n",
       "120                                薪酬绩效专家      杭州                    农夫山泉   \n",
       "121                                薪酬绩效专家      杭州                    农夫山泉   \n",
       "122                             销售人力资源部总监      杭州                    农夫山泉   \n",
       "123                             销售人力资源部总监      杭州                    农夫山泉   \n",
       "124                             销售人力资源部总监      杭州                    农夫山泉   \n",
       "125                        直播项目专场招聘(汽车电商)      杭州                     大搜车   \n",
       "126                        直播项目专场招聘(汽车电商)      杭州                     大搜车   \n",
       "127                        直播项目专场招聘(汽车电商)      杭州                     大搜车   \n",
       "128                                资深平面设计      杭州          南都物业服务集团股份有限公司   \n",
       "129                                资深平面设计      杭州          南都物业服务集团股份有限公司   \n",
       "130                                资深平面设计      杭州          南都物业服务集团股份有限公司   \n",
       "131                                  推广经理  杭州-滨江区            杭州大热电子商务有限公司   \n",
       "132                                  天猫运营   杭州-南苑            北京海纳世纪科技有限公司   \n",
       "133                                  财务总监      杭州              浙江新宇贸易有限公司   \n",
       "134                                   ceo   杭州-长河           杭州乔金斯科技集团有限公司   \n",
       "135                                  软件经理   杭州-西溪                     加速云   \n",
       "136                            区域客服经理（地产）  成都-青羊区            成都合能物业管理有限公司   \n",
       "137                            区域客服经理（地产）  成都-青羊区            成都合能物业管理有限公司   \n",
       "138                              （生产）财务经理  成都-温江区            廖记食品连锁股份有限公司   \n",
       "139                                精益咨询顾问  成都-郫都区            深圳蜂巢互联科技有限公司   \n",
       "140                         技术总监/技术经理/架构师      成都                    第壹街舞   \n",
       "141                                   HRD      成都                    第壹街舞   \n",
       "\n",
       "                                              链结  \\\n",
       "0    https://www.liepin.com/job/1927699055.shtml   \n",
       "1    https://www.liepin.com/job/1927699055.shtml   \n",
       "2    https://www.liepin.com/job/1927688057.shtml   \n",
       "3    https://www.liepin.com/job/1927688057.shtml   \n",
       "4    https://www.liepin.com/job/1927675227.shtml   \n",
       "5    https://www.liepin.com/job/1927675227.shtml   \n",
       "6    https://www.liepin.com/job/1927622321.shtml   \n",
       "7    https://www.liepin.com/job/1927468011.shtml   \n",
       "8    https://www.liepin.com/job/1927468011.shtml   \n",
       "9    https://www.liepin.com/job/1927468011.shtml   \n",
       "10   https://www.liepin.com/job/1927349661.shtml   \n",
       "11   https://www.liepin.com/job/1926101979.shtml   \n",
       "12   https://www.liepin.com/job/1926101979.shtml   \n",
       "13   https://www.liepin.com/job/1926037471.shtml   \n",
       "14   https://www.liepin.com/job/1926037471.shtml   \n",
       "15   https://www.liepin.com/job/1925559931.shtml   \n",
       "16   https://www.liepin.com/job/1925034415.shtml   \n",
       "17   https://www.liepin.com/job/1925034415.shtml   \n",
       "18   https://www.liepin.com/job/1925034415.shtml   \n",
       "19   https://www.liepin.com/job/1927755447.shtml   \n",
       "20   https://www.liepin.com/job/1924598353.shtml   \n",
       "21   https://www.liepin.com/job/1927750025.shtml   \n",
       "22   https://www.liepin.com/job/1927744619.shtml   \n",
       "23   https://www.liepin.com/job/1927726831.shtml   \n",
       "24   https://www.liepin.com/job/1927767341.shtml   \n",
       "25   https://www.liepin.com/job/1927767341.shtml   \n",
       "26   https://www.liepin.com/job/1927767341.shtml   \n",
       "27   https://www.liepin.com/job/1927766269.shtml   \n",
       "28   https://www.liepin.com/job/1927766269.shtml   \n",
       "29   https://www.liepin.com/job/1927726909.shtml   \n",
       "..                                           ...   \n",
       "112  https://www.liepin.com/job/1927643693.shtml   \n",
       "113  https://www.liepin.com/job/1927643693.shtml   \n",
       "114  https://www.liepin.com/job/1927643693.shtml   \n",
       "115  https://www.liepin.com/job/1926298399.shtml   \n",
       "116  https://www.liepin.com/job/1927760887.shtml   \n",
       "117  https://www.liepin.com/job/1927760887.shtml   \n",
       "118  https://www.liepin.com/job/1927760887.shtml   \n",
       "119  https://www.liepin.com/job/1927726751.shtml   \n",
       "120  https://www.liepin.com/job/1927726751.shtml   \n",
       "121  https://www.liepin.com/job/1927726751.shtml   \n",
       "122  https://www.liepin.com/job/1927710481.shtml   \n",
       "123  https://www.liepin.com/job/1927710481.shtml   \n",
       "124  https://www.liepin.com/job/1927710481.shtml   \n",
       "125  https://www.liepin.com/job/1927615677.shtml   \n",
       "126  https://www.liepin.com/job/1927615677.shtml   \n",
       "127  https://www.liepin.com/job/1927615677.shtml   \n",
       "128  https://www.liepin.com/job/1927575391.shtml   \n",
       "129  https://www.liepin.com/job/1927575391.shtml   \n",
       "130  https://www.liepin.com/job/1927575391.shtml   \n",
       "131  https://www.liepin.com/job/1927385183.shtml   \n",
       "132  https://www.liepin.com/job/1927036409.shtml   \n",
       "133  https://www.liepin.com/job/1926988393.shtml   \n",
       "134  https://www.liepin.com/job/1921736497.shtml   \n",
       "135  https://www.liepin.com/job/1924493007.shtml   \n",
       "136  https://www.liepin.com/job/1927668049.shtml   \n",
       "137  https://www.liepin.com/job/1927668049.shtml   \n",
       "138  https://www.liepin.com/job/1927585973.shtml   \n",
       "139  https://www.liepin.com/job/1927213983.shtml   \n",
       "140  https://www.liepin.com/job/1927294497.shtml   \n",
       "141  https://www.liepin.com/job/1927151849.shtml   \n",
       "\n",
       "                                        公司URL 各城市        各行业      各薪资  \n",
       "0     https://www.liepin.com/company/8666566/  北京       医疗器械   15-20万  \n",
       "1     https://www.liepin.com/company/8666566/  北京       医疗器械   20-30万  \n",
       "2     https://www.liepin.com/company/8597194/  北京     互联网/电商   10-15万  \n",
       "3     https://www.liepin.com/company/8597194/  北京   广告/市场/会展   10-15万  \n",
       "4     https://www.liepin.com/company/7903807/  北京   基金/证券/投资   20-30万  \n",
       "5     https://www.liepin.com/company/7903807/  北京   基金/证券/投资   30-50万  \n",
       "6      https://www.liepin.com/company/772388/  北京       影视文化   10-15万  \n",
       "7    https://www.liepin.com/company/10077527/  北京     互联网/电商   20-30万  \n",
       "8    https://www.liepin.com/company/10077527/  北京     互联网/电商   30-50万  \n",
       "9    https://www.liepin.com/company/10077527/  北京     互联网/电商  50-100万  \n",
       "10   https://www.liepin.com/company/10077527/  北京     互联网/电商   30-50万  \n",
       "11     https://www.liepin.com/company/772388/  北京       影视文化   30-50万  \n",
       "12     https://www.liepin.com/company/772388/  北京       影视文化  50-100万  \n",
       "13    https://www.liepin.com/company/9532936/  北京     互联网/电商   30-50万  \n",
       "14    https://www.liepin.com/company/9532936/  北京     汽车/摩托车   30-50万  \n",
       "15    https://www.liepin.com/company/9867063/  北京      能源/水利   30-50万  \n",
       "16    https://www.liepin.com/company/2402810/  北京      计算机软件  50-100万  \n",
       "17    https://www.liepin.com/company/2402810/  北京       IT服务  50-100万  \n",
       "18    https://www.liepin.com/company/2402810/  北京        通信业  50-100万  \n",
       "19    https://www.liepin.com/company/8629524/  北京     互联网/电商  50-100万  \n",
       "20    https://www.liepin.com/company/9723854/  北京       教育培训  50-100万  \n",
       "21    https://www.liepin.com/company/2218571/  北京   基金/证券/投资  50-100万  \n",
       "22    https://www.liepin.com/company/2048766/  北京   基金/证券/投资  50-100万  \n",
       "23    https://www.liepin.com/company/9919803/  北京      计算机软件  50-100万  \n",
       "24   https://www.liepin.com/company/10006015/  上海       其他行业   10-15万  \n",
       "25   https://www.liepin.com/company/10006015/  上海       其他行业   15-20万  \n",
       "26   https://www.liepin.com/company/10006015/  上海       其他行业   20-30万  \n",
       "27     https://www.liepin.com/company/916012/  上海    制药/生物工程   10-15万  \n",
       "28     https://www.liepin.com/company/916012/  上海    制药/生物工程   15-20万  \n",
       "29   https://www.liepin.com/company/10077527/  上海     互联网/电商   10-15万  \n",
       "..                                        ...  ..        ...      ...  \n",
       "112   https://www.liepin.com/company/7875433/  南京     房地产/建筑   10-15万  \n",
       "113   https://www.liepin.com/company/7875433/  南京     房地产/建筑   15-20万  \n",
       "114   https://www.liepin.com/company/7875433/  南京     房地产/建筑   20-30万  \n",
       "115   https://www.liepin.com/company/8584919/  南京      计算机软件   30-50万  \n",
       "116   https://www.liepin.com/company/9215228/  杭州     互联网/电商   15-20万  \n",
       "117   https://www.liepin.com/company/9215228/  杭州     互联网/电商   20-30万  \n",
       "118   https://www.liepin.com/company/9215228/  杭州     互联网/电商   30-50万  \n",
       "119   https://www.liepin.com/company/2868477/  杭州        快消品   10-15万  \n",
       "120   https://www.liepin.com/company/2868477/  杭州        快消品   15-20万  \n",
       "121   https://www.liepin.com/company/2868477/  杭州        快消品   20-30万  \n",
       "122   https://www.liepin.com/company/2868477/  杭州        快消品   10-15万  \n",
       "123   https://www.liepin.com/company/2868477/  杭州        快消品   15-20万  \n",
       "124   https://www.liepin.com/company/2868477/  杭州        快消品   20-30万  \n",
       "125   https://www.liepin.com/company/8141158/  杭州     互联网/电商   15-20万  \n",
       "126   https://www.liepin.com/company/8141158/  杭州     互联网/电商   20-30万  \n",
       "127   https://www.liepin.com/company/8141158/  杭州     互联网/电商   30-50万  \n",
       "128   https://www.liepin.com/company/8872401/  杭州      房地产服务   10-15万  \n",
       "129   https://www.liepin.com/company/8872401/  杭州      房地产服务   15-20万  \n",
       "130   https://www.liepin.com/company/8872401/  杭州      房地产服务   20-30万  \n",
       "131   https://www.liepin.com/company/9857093/  杭州     互联网/电商   30-50万  \n",
       "132   https://www.liepin.com/company/9215228/  杭州     互联网/电商   30-50万  \n",
       "133   https://www.liepin.com/company/7935727/  杭州       批发零售   30-50万  \n",
       "134   https://www.liepin.com/company/9947859/  杭州     互联网/电商  50-100万  \n",
       "135   https://www.liepin.com/company/8642873/  杭州  电子/芯片/半导体  50-100万  \n",
       "136   https://www.liepin.com/company/7937765/  成都      房地产服务   20-30万  \n",
       "137   https://www.liepin.com/company/7937765/  成都      房地产服务   30-50万  \n",
       "138   https://www.liepin.com/company/8051632/  成都        快消品   10-15万  \n",
       "139  https://www.liepin.com/company/10150975/  成都      计算机软件   30-50万  \n",
       "140   https://www.liepin.com/company/8915989/  成都       教育培训  50-100万  \n",
       "141   https://www.liepin.com/company/8915989/  成都       教育培训  50-100万  \n",
       "\n",
       "[142 rows x 12 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all=pd.merge(df_mix,薪资_list)\n",
    "all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>edu</th>\n",
       "      <th>经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>时间</th>\n",
       "      <th>职称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>各城市</th>\n",
       "      <th>各行业</th>\n",
       "      <th>各薪资</th>\n",
       "      <th>index</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-18k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务主管</td>\n",
       "      <td></td>\n",
       "      <td>百多力(北京)医疗器械有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927699055.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8666566/</td>\n",
       "      <td>北京</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>15-20万</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-18k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务主管</td>\n",
       "      <td></td>\n",
       "      <td>百多力(北京)医疗器械有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927699055.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8666566/</td>\n",
       "      <td>北京</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>20-30万</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>信息流优化师</td>\n",
       "      <td></td>\n",
       "      <td>盛拓传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927688057.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8597194/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10-15万</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>信息流优化师</td>\n",
       "      <td></td>\n",
       "      <td>盛拓传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927688057.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8597194/</td>\n",
       "      <td>北京</td>\n",
       "      <td>广告/市场/会展</td>\n",
       "      <td>10-15万</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>运营经理/高级经理（投后管理方向）</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京远旭股权投资基金管理有限公司(远洋集团</td>\n",
       "      <td>https://www.liepin.com/job/1927675227.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7903807/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>20-30万</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>运营经理/高级经理（投后管理方向）</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京远旭股权投资基金管理有限公司(远洋集团</td>\n",
       "      <td>https://www.liepin.com/job/1927675227.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7903807/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>后期导演（电视综艺节目）</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1927622321.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "      <td>影视文化</td>\n",
       "      <td>10-15万</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>BI工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927468011.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>20-30万</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>BI工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927468011.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>BI工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927468011.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>C端产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927349661.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>40-50k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>MCN短视频运营</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1926101979.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "      <td>影视文化</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>40-50k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>MCN短视频运营</td>\n",
       "      <td>北京</td>\n",
       "      <td>元纯传媒</td>\n",
       "      <td>https://www.liepin.com/job/1926101979.shtml</td>\n",
       "      <td>https://www.liepin.com/company/772388/</td>\n",
       "      <td>北京</td>\n",
       "      <td>影视文化</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td></td>\n",
       "      <td>国汽(北京)智能网联汽车研究院有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926037471.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9532936/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td></td>\n",
       "      <td>国汽(北京)智能网联汽车研究院有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926037471.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9532936/</td>\n",
       "      <td>北京</td>\n",
       "      <td>汽车/摩托车</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>项目经理</td>\n",
       "      <td></td>\n",
       "      <td>国网智慧能源交通技术创新中心(苏州)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925559931.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9867063/</td>\n",
       "      <td>北京</td>\n",
       "      <td>能源/水利</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-50k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>6G研究员, 应届生也可以投</td>\n",
       "      <td></td>\n",
       "      <td>NEC（中国）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925034415.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2402810/</td>\n",
       "      <td>北京</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-50k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>6G研究员, 应届生也可以投</td>\n",
       "      <td></td>\n",
       "      <td>NEC（中国）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925034415.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2402810/</td>\n",
       "      <td>北京</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-50k·15薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>6G研究员, 应届生也可以投</td>\n",
       "      <td></td>\n",
       "      <td>NEC（中国）有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1925034415.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2402810/</td>\n",
       "      <td>北京</td>\n",
       "      <td>通信业</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>40-70k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>Key Account Sales Lead</td>\n",
       "      <td></td>\n",
       "      <td>呀谧网络科技(上海)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927755447.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8629524/</td>\n",
       "      <td>北京</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-50k·12薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>渠道BD主管</td>\n",
       "      <td></td>\n",
       "      <td>武汉市谨德教育科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924598353.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9723854/</td>\n",
       "      <td>北京</td>\n",
       "      <td>教育培训</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>物业总经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京永聚铭创科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927750025.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2218571/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>投资总监（固收-地产方向）</td>\n",
       "      <td>北京</td>\n",
       "      <td>亿达控股有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927744619.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2048766/</td>\n",
       "      <td>北京</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>25</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>全民K歌Android开发工程师</td>\n",
       "      <td></td>\n",
       "      <td>腾讯音乐娱乐集团</td>\n",
       "      <td>https://www.liepin.com/job/1927726831.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9919803/</td>\n",
       "      <td>北京</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>咨询顾问</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767341.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>上海</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>10-15万</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>咨询顾问</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767341.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>上海</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>15-20万</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>咨询顾问</td>\n",
       "      <td>上海-青浦区</td>\n",
       "      <td>上海爱湃斯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927767341.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10006015/</td>\n",
       "      <td>上海</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>20-30万</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>技术员，DMT&amp;MB实验室</td>\n",
       "      <td>上海-张江</td>\n",
       "      <td>罗氏制药</td>\n",
       "      <td>https://www.liepin.com/job/1927766269.shtml</td>\n",
       "      <td>https://www.liepin.com/company/916012/</td>\n",
       "      <td>上海</td>\n",
       "      <td>制药/生物工程</td>\n",
       "      <td>10-15万</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>技术员，DMT&amp;MB实验室</td>\n",
       "      <td>上海-张江</td>\n",
       "      <td>罗氏制药</td>\n",
       "      <td>https://www.liepin.com/job/1927766269.shtml</td>\n",
       "      <td>https://www.liepin.com/company/916012/</td>\n",
       "      <td>上海</td>\n",
       "      <td>制药/生物工程</td>\n",
       "      <td>15-20万</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>店铺店长</td>\n",
       "      <td>上海-杨浦区</td>\n",
       "      <td>百合网</td>\n",
       "      <td>https://www.liepin.com/job/1927726909.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10077527/</td>\n",
       "      <td>上海</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10-15万</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域销售经理</td>\n",
       "      <td>南京-开发区</td>\n",
       "      <td>盛世博扬（上海）暖通科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927643693.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7875433/</td>\n",
       "      <td>南京</td>\n",
       "      <td>房地产/建筑</td>\n",
       "      <td>10-15万</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域销售经理</td>\n",
       "      <td>南京-开发区</td>\n",
       "      <td>盛世博扬（上海）暖通科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927643693.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7875433/</td>\n",
       "      <td>南京</td>\n",
       "      <td>房地产/建筑</td>\n",
       "      <td>15-20万</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-20k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域销售经理</td>\n",
       "      <td>南京-开发区</td>\n",
       "      <td>盛世博扬（上海）暖通科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927643693.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7875433/</td>\n",
       "      <td>南京</td>\n",
       "      <td>房地产/建筑</td>\n",
       "      <td>20-30万</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-25k·13薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>China Infrastructure Manager/中国区IT经理</td>\n",
       "      <td>南京-秦淮区</td>\n",
       "      <td>慧咨环球(中国)信息技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926298399.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8584919/</td>\n",
       "      <td>南京</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电商天猫京东运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927760887.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>15-20万</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电商天猫京东运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927760887.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>20-30万</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>电商天猫京东运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927760887.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>薪酬绩效专家</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927726751.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>10-15万</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>薪酬绩效专家</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927726751.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>15-20万</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>薪酬绩效专家</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927726751.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>20-30万</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>销售人力资源部总监</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927710481.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>10-15万</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>销售人力资源部总监</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927710481.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>15-20万</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>销售人力资源部总监</td>\n",
       "      <td>杭州</td>\n",
       "      <td>农夫山泉</td>\n",
       "      <td>https://www.liepin.com/job/1927710481.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2868477/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>快消品</td>\n",
       "      <td>20-30万</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>直播项目专场招聘(汽车电商)</td>\n",
       "      <td>杭州</td>\n",
       "      <td>大搜车</td>\n",
       "      <td>https://www.liepin.com/job/1927615677.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8141158/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>15-20万</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>直播项目专场招聘(汽车电商)</td>\n",
       "      <td>杭州</td>\n",
       "      <td>大搜车</td>\n",
       "      <td>https://www.liepin.com/job/1927615677.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8141158/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>20-30万</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>直播项目专场招聘(汽车电商)</td>\n",
       "      <td>杭州</td>\n",
       "      <td>大搜车</td>\n",
       "      <td>https://www.liepin.com/job/1927615677.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8141158/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>9-15k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>资深平面设计</td>\n",
       "      <td>杭州</td>\n",
       "      <td>南都物业服务集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927575391.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8872401/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>房地产服务</td>\n",
       "      <td>10-15万</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>9-15k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>资深平面设计</td>\n",
       "      <td>杭州</td>\n",
       "      <td>南都物业服务集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927575391.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8872401/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>房地产服务</td>\n",
       "      <td>15-20万</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>9-15k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>资深平面设计</td>\n",
       "      <td>杭州</td>\n",
       "      <td>南都物业服务集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927575391.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8872401/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>房地产服务</td>\n",
       "      <td>20-30万</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>推广经理</td>\n",
       "      <td>杭州-滨江区</td>\n",
       "      <td>杭州大热电子商务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927385183.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9857093/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>天猫运营</td>\n",
       "      <td>杭州-南苑</td>\n",
       "      <td>北京海纳世纪科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927036409.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9215228/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>财务总监</td>\n",
       "      <td>杭州</td>\n",
       "      <td>浙江新宇贸易有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926988393.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7935727/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>批发零售</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-50k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>ceo</td>\n",
       "      <td>杭州-长河</td>\n",
       "      <td>杭州乔金斯科技集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1921736497.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9947859/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-45k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>软件经理</td>\n",
       "      <td>杭州-西溪</td>\n",
       "      <td>加速云</td>\n",
       "      <td>https://www.liepin.com/job/1924493007.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8642873/</td>\n",
       "      <td>杭州</td>\n",
       "      <td>电子/芯片/半导体</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-25k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域客服经理（地产）</td>\n",
       "      <td>成都-青羊区</td>\n",
       "      <td>成都合能物业管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927668049.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7937765/</td>\n",
       "      <td>成都</td>\n",
       "      <td>房地产服务</td>\n",
       "      <td>20-30万</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-25k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>区域客服经理（地产）</td>\n",
       "      <td>成都-青羊区</td>\n",
       "      <td>成都合能物业管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927668049.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7937765/</td>\n",
       "      <td>成都</td>\n",
       "      <td>房地产服务</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>（生产）财务经理</td>\n",
       "      <td>成都-温江区</td>\n",
       "      <td>廖记食品连锁股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927585973.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8051632/</td>\n",
       "      <td>成都</td>\n",
       "      <td>快消品</td>\n",
       "      <td>10-15万</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>精益咨询顾问</td>\n",
       "      <td>成都-郫都区</td>\n",
       "      <td>深圳蜂巢互联科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927213983.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10150975/</td>\n",
       "      <td>成都</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>30-50万</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>30-60k·13薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>技术总监/技术经理/架构师</td>\n",
       "      <td>成都</td>\n",
       "      <td>第壹街舞</td>\n",
       "      <td>https://www.liepin.com/job/1927294497.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8915989/</td>\n",
       "      <td>成都</td>\n",
       "      <td>教育培训</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>17</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>30-60k·13薪</td>\n",
       "      <td>2020年04月25日</td>\n",
       "      <td>HRD</td>\n",
       "      <td>成都</td>\n",
       "      <td>第壹街舞</td>\n",
       "      <td>https://www.liepin.com/job/1927151849.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8915989/</td>\n",
       "      <td>成都</td>\n",
       "      <td>教育培训</td>\n",
       "      <td>50-100万</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>141 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       edu     经验          薪水           时间  \\\n",
       "0    本科及以上   1-3年  15-18k·13薪  2020年04月26日   \n",
       "1    本科及以上   1-3年  15-18k·13薪  2020年04月26日   \n",
       "2    大专及以上   经验不限    5-8k·12薪  2020年04月26日   \n",
       "3    大专及以上   经验不限    5-8k·12薪  2020年04月26日   \n",
       "4     统招本科  5-10年          面议  2020年04月26日   \n",
       "5     统招本科  5-10年          面议  2020年04月26日   \n",
       "6    本科及以上   3-5年  10-12k·12薪  2020年04月26日   \n",
       "7    本科及以上   3-5年  20-40k·13薪  2020年04月26日   \n",
       "8    本科及以上   3-5年  20-40k·13薪  2020年04月26日   \n",
       "9    本科及以上   3-5年  20-40k·13薪  2020年04月26日   \n",
       "10   本科及以上   3-5年  15-25k·13薪  2020年04月26日   \n",
       "11   大专及以上   1-3年  40-50k·12薪  2020年04月26日   \n",
       "12   大专及以上   1-3年  40-50k·12薪  2020年04月26日   \n",
       "13   硕士及以上  5-10年          面议  2020年04月26日   \n",
       "14   硕士及以上  5-10年          面议  2020年04月26日   \n",
       "15   硕士及以上  5-10年          面议  2020年04月26日   \n",
       "16   硕士及以上   经验不限  20-50k·15薪  2020年04月26日   \n",
       "17   硕士及以上   经验不限  20-50k·15薪  2020年04月26日   \n",
       "18   硕士及以上   经验不限  20-50k·15薪  2020年04月26日   \n",
       "19    统招本科  5-10年  40-70k·12薪  2020年04月25日   \n",
       "20   本科及以上   3-5年  20-50k·12薪  2020年04月25日   \n",
       "21   本科及以上  5-10年          面议  2020年04月24日   \n",
       "22    统招本科  5-10年          面议  2020年04月24日   \n",
       "23    统招本科   3-5年          面议  2020年04月24日   \n",
       "24    统招本科   1-3年   8-20k·12薪  2020年04月26日   \n",
       "25    统招本科   1-3年   8-20k·12薪  2020年04月26日   \n",
       "26    统招本科   1-3年   8-20k·12薪  2020年04月26日   \n",
       "27    学历不限   1-3年          面议  2020年04月26日   \n",
       "28    学历不限   1-3年          面议  2020年04月26日   \n",
       "29   大专及以上   1-3年  10-15k·12薪  2020年04月26日   \n",
       "..     ...    ...         ...          ...   \n",
       "111  大专及以上   3-5年   7-20k·12薪  2020年04月26日   \n",
       "112  大专及以上   3-5年   7-20k·12薪  2020年04月26日   \n",
       "113  大专及以上   3-5年   7-20k·12薪  2020年04月26日   \n",
       "114  本科及以上  5-10年  18-25k·13薪  2020年04月26日   \n",
       "115  大专及以上   3-5年  15-30k·12薪  2020年04月26日   \n",
       "116  大专及以上   3-5年  15-30k·12薪  2020年04月26日   \n",
       "117  大专及以上   3-5年  15-30k·12薪  2020年04月26日   \n",
       "118   统招本科  5-10年          面议  2020年04月26日   \n",
       "119   统招本科  5-10年          面议  2020年04月26日   \n",
       "120   统招本科  5-10年          面议  2020年04月26日   \n",
       "121   统招本科  5-10年          面议  2020年04月26日   \n",
       "122   统招本科  5-10年          面议  2020年04月26日   \n",
       "123   统招本科  5-10年          面议  2020年04月26日   \n",
       "124  大专及以上   经验不限          面议  2020年04月26日   \n",
       "125  大专及以上   经验不限          面议  2020年04月26日   \n",
       "126  大专及以上   经验不限          面议  2020年04月26日   \n",
       "127  本科及以上  5-10年   9-15k·14薪  2020年04月26日   \n",
       "128  本科及以上  5-10年   9-15k·14薪  2020年04月26日   \n",
       "129  本科及以上  5-10年   9-15k·14薪  2020年04月26日   \n",
       "130   统招本科   3-5年  15-25k·12薪  2020年04月26日   \n",
       "131  大专及以上   3-5年  15-30k·12薪  2020年04月26日   \n",
       "132   统招本科  5-10年          面议  2020年04月26日   \n",
       "133  硕士及以上  5-10年  20-50k·12薪  2020年04月26日   \n",
       "134  本科及以上  5-10年  20-45k·12薪  2020年04月26日   \n",
       "135  本科及以上   3-5年  20-25k·12薪  2020年04月26日   \n",
       "136  本科及以上   3-5年  20-25k·12薪  2020年04月26日   \n",
       "137   统招本科  10年以上   8-12k·12薪  2020年04月26日   \n",
       "138  本科及以上  5-10年  15-25k·12薪  2020年04月26日   \n",
       "139   统招本科  5-10年  30-60k·13薪  2020年04月25日   \n",
       "140   统招本科  5-10年  30-60k·13薪  2020年04月25日   \n",
       "\n",
       "                                       职称    公司地点                    公司名称  \\\n",
       "0                                    财务主管                 百多力(北京)医疗器械有限公司   \n",
       "1                                    财务主管                 百多力(北京)医疗器械有限公司   \n",
       "2                                  信息流优化师                            盛拓传媒   \n",
       "3                                  信息流优化师                            盛拓传媒   \n",
       "4                       运营经理/高级经理（投后管理方向）      北京   北京远旭股权投资基金管理有限公司(远洋集团   \n",
       "5                       运营经理/高级经理（投后管理方向）      北京   北京远旭股权投资基金管理有限公司(远洋集团   \n",
       "6                            后期导演（电视综艺节目）      北京                    元纯传媒   \n",
       "7                                   BI工程师      北京                     百合网   \n",
       "8                                   BI工程师      北京                     百合网   \n",
       "9                                   BI工程师      北京                     百合网   \n",
       "10                                 C端产品经理      北京                     百合网   \n",
       "11                               MCN短视频运营      北京                    元纯传媒   \n",
       "12                               MCN短视频运营      北京                    元纯传媒   \n",
       "13                                前端开发工程师             国汽(北京)智能网联汽车研究院有限公司   \n",
       "14                                前端开发工程师             国汽(北京)智能网联汽车研究院有限公司   \n",
       "15                                   项目经理          国网智慧能源交通技术创新中心(苏州)有限公司   \n",
       "16                         6G研究员, 应届生也可以投                     NEC（中国）有限公司   \n",
       "17                         6G研究员, 应届生也可以投                     NEC（中国）有限公司   \n",
       "18                         6G研究员, 应届生也可以投                     NEC（中国）有限公司   \n",
       "19                 Key Account Sales Lead                  呀谧网络科技(上海)有限公司   \n",
       "20                                 渠道BD主管                   武汉市谨德教育科技有限公司   \n",
       "21                                  物业总经理      北京            北京永聚铭创科技有限公司   \n",
       "22                          投资总监（固收-地产方向）      北京                亿达控股有限公司   \n",
       "23                       全民K歌Android开发工程师                        腾讯音乐娱乐集团   \n",
       "24                                   咨询顾问  上海-青浦区             上海爱湃斯科技有限公司   \n",
       "25                                   咨询顾问  上海-青浦区             上海爱湃斯科技有限公司   \n",
       "26                                   咨询顾问  上海-青浦区             上海爱湃斯科技有限公司   \n",
       "27                          技术员，DMT&MB实验室   上海-张江                    罗氏制药   \n",
       "28                          技术员，DMT&MB实验室   上海-张江                    罗氏制药   \n",
       "29                                   店铺店长  上海-杨浦区                     百合网   \n",
       "..                                    ...     ...                     ...   \n",
       "111                                区域销售经理  南京-开发区        盛世博扬（上海）暖通科技有限公司   \n",
       "112                                区域销售经理  南京-开发区        盛世博扬（上海）暖通科技有限公司   \n",
       "113                                区域销售经理  南京-开发区        盛世博扬（上海）暖通科技有限公司   \n",
       "114  China Infrastructure Manager/中国区IT经理  南京-秦淮区        慧咨环球(中国)信息技术有限公司   \n",
       "115                              电商天猫京东运营   杭州-南苑            北京海纳世纪科技有限公司   \n",
       "116                              电商天猫京东运营   杭州-南苑            北京海纳世纪科技有限公司   \n",
       "117                              电商天猫京东运营   杭州-南苑            北京海纳世纪科技有限公司   \n",
       "118                                薪酬绩效专家      杭州                    农夫山泉   \n",
       "119                                薪酬绩效专家      杭州                    农夫山泉   \n",
       "120                                薪酬绩效专家      杭州                    农夫山泉   \n",
       "121                             销售人力资源部总监      杭州                    农夫山泉   \n",
       "122                             销售人力资源部总监      杭州                    农夫山泉   \n",
       "123                             销售人力资源部总监      杭州                    农夫山泉   \n",
       "124                        直播项目专场招聘(汽车电商)      杭州                     大搜车   \n",
       "125                        直播项目专场招聘(汽车电商)      杭州                     大搜车   \n",
       "126                        直播项目专场招聘(汽车电商)      杭州                     大搜车   \n",
       "127                                资深平面设计      杭州          南都物业服务集团股份有限公司   \n",
       "128                                资深平面设计      杭州          南都物业服务集团股份有限公司   \n",
       "129                                资深平面设计      杭州          南都物业服务集团股份有限公司   \n",
       "130                                  推广经理  杭州-滨江区            杭州大热电子商务有限公司   \n",
       "131                                  天猫运营   杭州-南苑            北京海纳世纪科技有限公司   \n",
       "132                                  财务总监      杭州              浙江新宇贸易有限公司   \n",
       "133                                   ceo   杭州-长河           杭州乔金斯科技集团有限公司   \n",
       "134                                  软件经理   杭州-西溪                     加速云   \n",
       "135                            区域客服经理（地产）  成都-青羊区            成都合能物业管理有限公司   \n",
       "136                            区域客服经理（地产）  成都-青羊区            成都合能物业管理有限公司   \n",
       "137                              （生产）财务经理  成都-温江区            廖记食品连锁股份有限公司   \n",
       "138                                精益咨询顾问  成都-郫都区            深圳蜂巢互联科技有限公司   \n",
       "139                         技术总监/技术经理/架构师      成都                    第壹街舞   \n",
       "140                                   HRD      成都                    第壹街舞   \n",
       "\n",
       "                                              链结  \\\n",
       "0    https://www.liepin.com/job/1927699055.shtml   \n",
       "1    https://www.liepin.com/job/1927699055.shtml   \n",
       "2    https://www.liepin.com/job/1927688057.shtml   \n",
       "3    https://www.liepin.com/job/1927688057.shtml   \n",
       "4    https://www.liepin.com/job/1927675227.shtml   \n",
       "5    https://www.liepin.com/job/1927675227.shtml   \n",
       "6    https://www.liepin.com/job/1927622321.shtml   \n",
       "7    https://www.liepin.com/job/1927468011.shtml   \n",
       "8    https://www.liepin.com/job/1927468011.shtml   \n",
       "9    https://www.liepin.com/job/1927468011.shtml   \n",
       "10   https://www.liepin.com/job/1927349661.shtml   \n",
       "11   https://www.liepin.com/job/1926101979.shtml   \n",
       "12   https://www.liepin.com/job/1926101979.shtml   \n",
       "13   https://www.liepin.com/job/1926037471.shtml   \n",
       "14   https://www.liepin.com/job/1926037471.shtml   \n",
       "15   https://www.liepin.com/job/1925559931.shtml   \n",
       "16   https://www.liepin.com/job/1925034415.shtml   \n",
       "17   https://www.liepin.com/job/1925034415.shtml   \n",
       "18   https://www.liepin.com/job/1925034415.shtml   \n",
       "19   https://www.liepin.com/job/1927755447.shtml   \n",
       "20   https://www.liepin.com/job/1924598353.shtml   \n",
       "21   https://www.liepin.com/job/1927750025.shtml   \n",
       "22   https://www.liepin.com/job/1927744619.shtml   \n",
       "23   https://www.liepin.com/job/1927726831.shtml   \n",
       "24   https://www.liepin.com/job/1927767341.shtml   \n",
       "25   https://www.liepin.com/job/1927767341.shtml   \n",
       "26   https://www.liepin.com/job/1927767341.shtml   \n",
       "27   https://www.liepin.com/job/1927766269.shtml   \n",
       "28   https://www.liepin.com/job/1927766269.shtml   \n",
       "29   https://www.liepin.com/job/1927726909.shtml   \n",
       "..                                           ...   \n",
       "111  https://www.liepin.com/job/1927643693.shtml   \n",
       "112  https://www.liepin.com/job/1927643693.shtml   \n",
       "113  https://www.liepin.com/job/1927643693.shtml   \n",
       "114  https://www.liepin.com/job/1926298399.shtml   \n",
       "115  https://www.liepin.com/job/1927760887.shtml   \n",
       "116  https://www.liepin.com/job/1927760887.shtml   \n",
       "117  https://www.liepin.com/job/1927760887.shtml   \n",
       "118  https://www.liepin.com/job/1927726751.shtml   \n",
       "119  https://www.liepin.com/job/1927726751.shtml   \n",
       "120  https://www.liepin.com/job/1927726751.shtml   \n",
       "121  https://www.liepin.com/job/1927710481.shtml   \n",
       "122  https://www.liepin.com/job/1927710481.shtml   \n",
       "123  https://www.liepin.com/job/1927710481.shtml   \n",
       "124  https://www.liepin.com/job/1927615677.shtml   \n",
       "125  https://www.liepin.com/job/1927615677.shtml   \n",
       "126  https://www.liepin.com/job/1927615677.shtml   \n",
       "127  https://www.liepin.com/job/1927575391.shtml   \n",
       "128  https://www.liepin.com/job/1927575391.shtml   \n",
       "129  https://www.liepin.com/job/1927575391.shtml   \n",
       "130  https://www.liepin.com/job/1927385183.shtml   \n",
       "131  https://www.liepin.com/job/1927036409.shtml   \n",
       "132  https://www.liepin.com/job/1926988393.shtml   \n",
       "133  https://www.liepin.com/job/1921736497.shtml   \n",
       "134  https://www.liepin.com/job/1924493007.shtml   \n",
       "135  https://www.liepin.com/job/1927668049.shtml   \n",
       "136  https://www.liepin.com/job/1927668049.shtml   \n",
       "137  https://www.liepin.com/job/1927585973.shtml   \n",
       "138  https://www.liepin.com/job/1927213983.shtml   \n",
       "139  https://www.liepin.com/job/1927294497.shtml   \n",
       "140  https://www.liepin.com/job/1927151849.shtml   \n",
       "\n",
       "                                        公司URL 各城市        各行业      各薪资  index  \\\n",
       "0     https://www.liepin.com/company/8666566/  北京       医疗器械   15-20万     22   \n",
       "1     https://www.liepin.com/company/8666566/  北京       医疗器械   20-30万     22   \n",
       "2     https://www.liepin.com/company/8597194/  北京     互联网/电商   10-15万     27   \n",
       "3     https://www.liepin.com/company/8597194/  北京   广告/市场/会展   10-15万     27   \n",
       "4     https://www.liepin.com/company/7903807/  北京   基金/证券/投资   20-30万     31   \n",
       "5     https://www.liepin.com/company/7903807/  北京   基金/证券/投资   30-50万     31   \n",
       "6      https://www.liepin.com/company/772388/  北京       影视文化   10-15万     11   \n",
       "7    https://www.liepin.com/company/10077527/  北京     互联网/电商   20-30万     33   \n",
       "8    https://www.liepin.com/company/10077527/  北京     互联网/电商   30-50万     33   \n",
       "9    https://www.liepin.com/company/10077527/  北京     互联网/电商  50-100万     33   \n",
       "10   https://www.liepin.com/company/10077527/  北京     互联网/电商   30-50万      3   \n",
       "11     https://www.liepin.com/company/772388/  北京       影视文化   30-50万     37   \n",
       "12     https://www.liepin.com/company/772388/  北京       影视文化  50-100万     37   \n",
       "13    https://www.liepin.com/company/9532936/  北京     互联网/电商   30-50万     38   \n",
       "14    https://www.liepin.com/company/9532936/  北京     汽车/摩托车   30-50万     38   \n",
       "15    https://www.liepin.com/company/9867063/  北京      能源/水利   30-50万      4   \n",
       "16    https://www.liepin.com/company/2402810/  北京      计算机软件  50-100万     39   \n",
       "17    https://www.liepin.com/company/2402810/  北京       IT服务  50-100万     39   \n",
       "18    https://www.liepin.com/company/2402810/  北京        通信业  50-100万     39   \n",
       "19    https://www.liepin.com/company/8629524/  北京     互联网/电商  50-100万     27   \n",
       "20    https://www.liepin.com/company/9723854/  北京       教育培训  50-100万      2   \n",
       "21    https://www.liepin.com/company/2218571/  北京   基金/证券/投资  50-100万     14   \n",
       "22    https://www.liepin.com/company/2048766/  北京   基金/证券/投资  50-100万     25   \n",
       "23    https://www.liepin.com/company/9919803/  北京      计算机软件  50-100万     27   \n",
       "24   https://www.liepin.com/company/10006015/  上海       其他行业   10-15万      0   \n",
       "25   https://www.liepin.com/company/10006015/  上海       其他行业   15-20万      0   \n",
       "26   https://www.liepin.com/company/10006015/  上海       其他行业   20-30万      0   \n",
       "27     https://www.liepin.com/company/916012/  上海    制药/生物工程   10-15万      4   \n",
       "28     https://www.liepin.com/company/916012/  上海    制药/生物工程   15-20万      4   \n",
       "29   https://www.liepin.com/company/10077527/  上海     互联网/电商   10-15万     14   \n",
       "..                                        ...  ..        ...      ...    ...   \n",
       "111   https://www.liepin.com/company/7875433/  南京     房地产/建筑   10-15万      7   \n",
       "112   https://www.liepin.com/company/7875433/  南京     房地产/建筑   15-20万      7   \n",
       "113   https://www.liepin.com/company/7875433/  南京     房地产/建筑   20-30万      7   \n",
       "114   https://www.liepin.com/company/8584919/  南京      计算机软件   30-50万     30   \n",
       "115   https://www.liepin.com/company/9215228/  杭州     互联网/电商   15-20万      8   \n",
       "116   https://www.liepin.com/company/9215228/  杭州     互联网/电商   20-30万      8   \n",
       "117   https://www.liepin.com/company/9215228/  杭州     互联网/电商   30-50万      8   \n",
       "118   https://www.liepin.com/company/2868477/  杭州        快消品   10-15万     15   \n",
       "119   https://www.liepin.com/company/2868477/  杭州        快消品   15-20万     15   \n",
       "120   https://www.liepin.com/company/2868477/  杭州        快消品   20-30万     15   \n",
       "121   https://www.liepin.com/company/2868477/  杭州        快消品   10-15万     17   \n",
       "122   https://www.liepin.com/company/2868477/  杭州        快消品   15-20万     17   \n",
       "123   https://www.liepin.com/company/2868477/  杭州        快消品   20-30万     17   \n",
       "124   https://www.liepin.com/company/8141158/  杭州     互联网/电商   15-20万     12   \n",
       "125   https://www.liepin.com/company/8141158/  杭州     互联网/电商   20-30万     12   \n",
       "126   https://www.liepin.com/company/8141158/  杭州     互联网/电商   30-50万     12   \n",
       "127   https://www.liepin.com/company/8872401/  杭州      房地产服务   10-15万     22   \n",
       "128   https://www.liepin.com/company/8872401/  杭州      房地产服务   15-20万     22   \n",
       "129   https://www.liepin.com/company/8872401/  杭州      房地产服务   20-30万     22   \n",
       "130   https://www.liepin.com/company/9857093/  杭州     互联网/电商   30-50万      1   \n",
       "131   https://www.liepin.com/company/9215228/  杭州     互联网/电商   30-50万     17   \n",
       "132   https://www.liepin.com/company/7935727/  杭州       批发零售   30-50万     18   \n",
       "133   https://www.liepin.com/company/9947859/  杭州     互联网/电商  50-100万     23   \n",
       "134   https://www.liepin.com/company/8642873/  杭州  电子/芯片/半导体  50-100万      2   \n",
       "135   https://www.liepin.com/company/7937765/  成都      房地产服务   20-30万     33   \n",
       "136   https://www.liepin.com/company/7937765/  成都      房地产服务   30-50万     33   \n",
       "137   https://www.liepin.com/company/8051632/  成都        快消品   10-15万     18   \n",
       "138  https://www.liepin.com/company/10150975/  成都      计算机软件   30-50万     13   \n",
       "139   https://www.liepin.com/company/8915989/  成都       教育培训  50-100万     17   \n",
       "140   https://www.liepin.com/company/8915989/  成都       教育培训  50-100万     20   \n",
       "\n",
       "     curPage  \n",
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       "20         7  \n",
       "21         8  \n",
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       "..       ...  \n",
       "111        1  \n",
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       "129        1  \n",
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       "131        2  \n",
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       "133        3  \n",
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       "140        6  \n",
       "\n",
       "[141 rows x 14 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_翻页=all.merge(翻页_list)\n",
    "all_翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_翻页.to_excel(\"web_week06_liepin_三个变量+一个关键字+(1-9)页数.xlsx\", sheet_name=\"搜查结果\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_all=pd.ExcelWriter(r'D:/web_week06_liepin_all.xlsx')\n",
    "all_翻页.to_excel(df_all,sheet_name=\"all\")\n",
    "行业_list.to_excel(df_all,sheet_name=\"行业\")\n",
    "城市_list.to_excel(df_all,sheet_name=\"城市\")\n",
    "薪资_list.to_excel(df_all,sheet_name=\"薪资\")\n",
    "翻页_list.to_excel(df_all,sheet_name=\"翻页\")\n",
    "df_all.save() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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